FileBase DT1_rLS_20150720_576um ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 94067 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 94067 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 4939 members Mstep: Class 3 contains 4856 members Mstep: Class 4 contains 4911 members Mstep: Class 5 contains 5085 members Mstep: Class 6 contains 4934 members Mstep: Class 7 contains 4990 members Mstep: Class 8 contains 4958 members Mstep: Class 9 contains 4870 members Mstep: Class 10 contains 4899 members Mstep: Class 11 contains 4993 members Mstep: Class 12 contains 5098 members Mstep: Class 13 contains 4921 members Mstep: Class 14 contains 4780 members Mstep: Class 15 contains 4985 members Mstep: Class 16 contains 4873 members Mstep: Class 17 contains 4975 members Mstep: Class 18 contains 5011 members Mstep: Class 19 contains 4912 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 40.465996 but Gain 521.055664 Score: -2838577.500000 Penalty: 9378.993164 Iteration 0F: 19 clusters Score -2838578 nChanged 88620 Entering Unmasked Mstep Mstep: Class 0 contains 597 members Mstep: Class 1 contains 1322 members Mstep: Class 3 contains 9217 members Mstep: Class 4 contains 1352 members Mstep: Class 5 contains 1809 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 9813 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 2915 members Mstep: Class 10 contains 1935 members Mstep: Class 11 contains 3180 members Mstep: Class 12 contains 7110 members Mstep: Class 13 contains 1269 members Mstep: Class 14 contains 2375 members Mstep: Class 15 contains 1192 members Mstep: Class 16 contains 1340 members Mstep: Class 17 contains 2812 members Mstep: Class 18 contains 42887 members Mstep: Class 19 contains 943 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 474.393616 but Gain 521.054688 Score: -3113237.000000 Penalty: 8857.938477 Iteration 1F: 18 clusters Score -3113237 nChanged 25093 Entering Unmasked Mstep Mstep: Class 0 contains 280 members Mstep: Class 1 contains 673 members Mstep: Class 3 contains 7430 members Mstep: Class 4 contains 820 members Mstep: Class 5 contains 1284 members Mstep: Class 6 contains 720 members Mstep: Class 7 contains 8049 members Mstep: Class 8 contains 829 members Mstep: Class 9 contains 2527 members Mstep: Class 10 contains 1155 members Mstep: Class 11 contains 2680 members Mstep: Class 12 contains 5750 members Mstep: Class 14 contains 2653 members Mstep: Class 15 contains 1016 members Mstep: Class 16 contains 756 members Mstep: Class 17 contains 1694 members Mstep: Class 18 contains 55190 members Mstep: Class 19 contains 561 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 339.193237 but Gain 521.055664 Score: -3151367.250000 Penalty: 8336.882812 Iteration 2F: 17 clusters Score -3151367 nChanged 16147 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 3 contains 4349 members Mstep: Class 4 contains 578 members Mstep: Class 5 contains 945 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 5563 members Mstep: Class 8 contains 752 members Mstep: Class 9 contains 2352 members Mstep: Class 10 contains 598 members Mstep: Class 11 contains 2603 members Mstep: Class 12 contains 4373 members Mstep: Class 14 contains 3259 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 425 members Mstep: Class 17 contains 1359 members Mstep: Class 18 contains 64815 members Mstep: Class 19 contains 419 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 365.241150 but Gain 521.055176 Score: -3170333.000000 Penalty: 7815.827637 Iteration 3F: 16 clusters Score -3170333 nChanged 9675 Entering Unmasked Mstep Mstep: Class 0 contains 100 members Mstep: Class 3 contains 2034 members Mstep: Class 4 contains 540 members Mstep: Class 5 contains 783 members Mstep: Class 6 contains 515 members Mstep: Class 7 contains 3595 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 2128 members Mstep: Class 10 contains 367 members Mstep: Class 11 contains 2707 members Mstep: Class 12 contains 3747 members Mstep: Class 14 contains 3285 members Mstep: Class 15 contains 937 members Mstep: Class 17 contains 1337 members Mstep: Class 18 contains 70963 members Mstep: Class 19 contains 350 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 373.754486 but Gain 521.055176 Score: -3180376.500000 Penalty: 7294.772461 Iteration 4F: 15 clusters Score -3180376 nChanged 5749 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 3 contains 959 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 677 members Mstep: Class 6 contains 427 members Mstep: Class 7 contains 2451 members Mstep: Class 8 contains 603 members Mstep: Class 9 contains 1830 members Mstep: Class 10 contains 279 members Mstep: Class 11 contains 2770 members Mstep: Class 12 contains 3528 members Mstep: Class 14 contains 3180 members Mstep: Class 15 contains 930 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 74182 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 433.294189 but Gain 521.055176 Score: -3185555.000000 Penalty: 6773.717285 Iteration 5F: 14 clusters Score -3185555 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 375 members Mstep: Class 7 contains 1916 members Mstep: Class 8 contains 542 members Mstep: Class 9 contains 1570 members Mstep: Class 11 contains 2858 members Mstep: Class 12 contains 3544 members Mstep: Class 14 contains 2966 members Mstep: Class 15 contains 920 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 75507 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 352.919373 but Gain 521.055176 Score: -3188429.000000 Penalty: 6252.662109 Iteration 6Q: 13 clusters Score -3188429 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 4 contains 674 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 347 members Mstep: Class 7 contains 1638 members Mstep: Class 8 contains 499 members Mstep: Class 9 contains 1417 members Mstep: Class 11 contains 2975 members Mstep: Class 12 contains 3576 members Mstep: Class 14 contains 2721 members Mstep: Class 15 contains 887 members Mstep: Class 17 contains 2237 members Mstep: Class 18 contains 76202 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 394.034088 but Gain 521.055176 Score: -3190414.500000 Penalty: 5731.606934 Iteration 7Q: 12 clusters Score -3190414 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 4 contains 718 members Mstep: Class 5 contains 902 members Mstep: Class 7 contains 1493 members Mstep: Class 8 contains 429 members Mstep: Class 9 contains 1333 members Mstep: Class 11 contains 3137 members Mstep: Class 12 contains 3617 members Mstep: Class 14 contains 2440 members Mstep: Class 15 contains 858 members Mstep: Class 17 contains 2634 members Mstep: Class 18 contains 76441 members Entering Unmasked Estep ConsiderDeletion Score: -3191749.500000 Penalty: 5731.606934 Iteration 8Q: 12 clusters Score -3191750 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 776 members Mstep: Class 5 contains 893 members Mstep: Class 7 contains 1402 members Mstep: Class 8 contains 369 members Mstep: Class 9 contains 1293 members Mstep: Class 11 contains 3186 members Mstep: Class 12 contains 3684 members Mstep: Class 14 contains 2190 members Mstep: Class 15 contains 820 members Mstep: Class 17 contains 2981 members Mstep: Class 18 contains 76415 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 464.687988 but Gain 521.055176 Score: -3192446.250000 Penalty: 5210.551758 Iteration 9Q: 11 clusters Score -3192446 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 883 members Mstep: Class 5 contains 896 members Mstep: Class 7 contains 1382 members Mstep: Class 9 contains 1308 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 3743 members Mstep: Class 14 contains 2006 members Mstep: Class 15 contains 778 members Mstep: Class 17 contains 3331 members Mstep: Class 18 contains 76388 members Entering Unmasked Estep ConsiderDeletion Score: -3193361.000000 Penalty: 5210.551758 Iteration 10Q: 11 clusters Score -3193361 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 931 members Mstep: Class 5 contains 892 members Mstep: Class 7 contains 1367 members Mstep: Class 9 contains 1322 members Mstep: Class 11 contains 3314 members Mstep: Class 12 contains 3813 members Mstep: Class 14 contains 1866 members Mstep: Class 15 contains 717 members Mstep: Class 17 contains 3523 members Mstep: Class 18 contains 76264 members Entering Unmasked Estep ConsiderDeletion Score: -3193747.500000 Penalty: 5210.551758 Iteration 11Q: 11 clusters Score -3193748 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 972 members Mstep: Class 5 contains 882 members Mstep: Class 7 contains 1349 members Mstep: Class 9 contains 1381 members Mstep: Class 11 contains 3317 members Mstep: Class 12 contains 3881 members Mstep: Class 14 contains 1776 members Mstep: Class 15 contains 661 members Mstep: Class 17 contains 3644 members Mstep: Class 18 contains 76146 members Entering Unmasked Estep ConsiderDeletion Score: -3194018.250000 Penalty: 5210.551758 Iteration 12Q: 11 clusters Score -3194018 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1016 members Mstep: Class 5 contains 872 members Mstep: Class 7 contains 1354 members Mstep: Class 9 contains 1421 members Mstep: Class 11 contains 3329 members Mstep: Class 12 contains 3957 members Mstep: Class 14 contains 1718 members Mstep: Class 15 contains 615 members Mstep: Class 17 contains 3716 members Mstep: Class 18 contains 76011 members Entering Unmasked Estep ConsiderDeletion Score: -3194226.750000 Penalty: 5210.551758 Iteration 13Q: 11 clusters Score -3194227 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1055 members Mstep: Class 5 contains 866 members Mstep: Class 7 contains 1363 members Mstep: Class 9 contains 1463 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 4036 members Mstep: Class 14 contains 1675 members Mstep: Class 15 contains 579 members Mstep: Class 17 contains 3770 members Mstep: Class 18 contains 75879 members Entering Unmasked Estep ConsiderDeletion Score: -3194390.750000 Penalty: 5210.551758 Iteration 14Q: 11 clusters Score -3194391 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1095 members Mstep: Class 5 contains 864 members Mstep: Class 7 contains 1381 members Mstep: Class 9 contains 1494 members Mstep: Class 11 contains 3322 members Mstep: Class 12 contains 4106 members Mstep: Class 14 contains 1638 members Mstep: Class 15 contains 545 members Mstep: Class 17 contains 3810 members Mstep: Class 18 contains 75754 members Entering Unmasked Estep ConsiderDeletion Score: -3194493.750000 Penalty: 5210.551758 Iteration 15Q: 11 clusters Score -3194494 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1125 members Mstep: Class 5 contains 861 members Mstep: Class 7 contains 1412 members Mstep: Class 9 contains 1512 members Mstep: Class 11 contains 3312 members Mstep: Class 12 contains 4163 members Mstep: Class 14 contains 1615 members Mstep: Class 15 contains 520 members Mstep: Class 17 contains 3849 members Mstep: Class 18 contains 75640 members Entering Unmasked Estep ConsiderDeletion Score: -3194603.750000 Penalty: 5210.551758 Iteration 16Q: 11 clusters Score -3194604 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1147 members Mstep: Class 5 contains 861 members Mstep: Class 7 contains 1460 members Mstep: Class 9 contains 1529 members Mstep: Class 11 contains 3302 members Mstep: Class 12 contains 4225 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 500 members Mstep: Class 17 contains 3882 members Mstep: Class 18 contains 75503 members Entering Unmasked Estep ConsiderDeletion Score: -3194685.500000 Penalty: 5210.551758 Iteration 17Q: 11 clusters Score -3194686 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1171 members Mstep: Class 5 contains 860 members Mstep: Class 7 contains 1499 members Mstep: Class 9 contains 1551 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 4290 members Mstep: Class 14 contains 1593 members Mstep: Class 15 contains 478 members Mstep: Class 17 contains 3917 members Mstep: Class 18 contains 75346 members Entering Unmasked Estep ConsiderDeletion Score: -3194758.750000 Penalty: 5210.551758 Iteration 18Q: 11 clusters Score -3194759 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1191 members Mstep: Class 5 contains 861 members Mstep: Class 7 contains 1553 members Mstep: Class 9 contains 1573 members Mstep: Class 11 contains 3309 members Mstep: Class 12 contains 4339 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 460 members Mstep: Class 17 contains 3933 members Mstep: Class 18 contains 75200 members Entering Unmasked Estep ConsiderDeletion Score: -3194839.750000 Penalty: 5210.551758 Iteration 19Q: 11 clusters Score -3194840 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 858 members Mstep: Class 7 contains 1615 members Mstep: Class 9 contains 1597 members Mstep: Class 11 contains 3311 members Mstep: Class 12 contains 4389 members Mstep: Class 14 contains 1589 members Mstep: Class 15 contains 447 members Mstep: Class 17 contains 3948 members Mstep: Class 18 contains 75040 members Entering Unmasked Estep ConsiderDeletion Score: -3195235.500000 Penalty: 5210.551758 Iteration 20F: 11 clusters Score -3195236 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 4 contains 1239 members Mstep: Class 5 contains 854 members Mstep: Class 7 contains 1681 members Mstep: Class 9 contains 1624 members Mstep: Class 11 contains 3297 members Mstep: Class 12 contains 4432 members Mstep: Class 14 contains 1438 members Mstep: Class 15 contains 441 members Mstep: Class 17 contains 4134 members Mstep: Class 18 contains 74887 members Entering Unmasked Estep ConsiderDeletion Score: -3195510.000000 Penalty: 5210.551758 Iteration 21Q: 11 clusters Score -3195510 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 4 contains 1252 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 1746 members Mstep: Class 9 contains 1658 members Mstep: Class 11 contains 3283 members Mstep: Class 12 contains 4456 members Mstep: Class 14 contains 1311 members Mstep: Class 15 contains 435 members Mstep: Class 17 contains 4264 members Mstep: Class 18 contains 74775 members Entering Unmasked Estep ConsiderDeletion Score: -3195695.500000 Penalty: 5210.551758 Iteration 22Q: 11 clusters Score -3195696 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 4 contains 1268 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 1815 members Mstep: Class 9 contains 1681 members Mstep: Class 11 contains 3274 members Mstep: Class 12 contains 4463 members Mstep: Class 14 contains 1220 members Mstep: Class 15 contains 438 members Mstep: Class 17 contains 4342 members Mstep: Class 18 contains 74682 members Entering Unmasked Estep ConsiderDeletion Score: -3195781.500000 Penalty: 5210.551758 Iteration 23Q: 11 clusters Score -3195782 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 4 contains 1284 members Mstep: Class 5 contains 857 members Mstep: Class 7 contains 1873 members Mstep: Class 9 contains 1705 members Mstep: Class 11 contains 3268 members Mstep: Class 12 contains 4474 members Mstep: Class 14 contains 1148 members Mstep: Class 15 contains 430 members Mstep: Class 17 contains 4406 members Mstep: Class 18 contains 74595 members Entering Unmasked Estep ConsiderDeletion Score: -3195848.750000 Penalty: 5210.551758 Iteration 24Q: 11 clusters Score -3195849 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1293 members Mstep: Class 5 contains 856 members Mstep: Class 7 contains 1938 members Mstep: Class 9 contains 1723 members Mstep: Class 11 contains 3263 members Mstep: Class 12 contains 4489 members Mstep: Class 14 contains 1090 members Mstep: Class 15 contains 421 members Mstep: Class 17 contains 4446 members Mstep: Class 18 contains 74522 members Entering Unmasked Estep ConsiderDeletion Score: -3195909.750000 Penalty: 5210.551758 Iteration 25Q: 11 clusters Score -3195910 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1295 members Mstep: Class 5 contains 856 members Mstep: Class 7 contains 1993 members Mstep: Class 9 contains 1738 members Mstep: Class 11 contains 3269 members Mstep: Class 12 contains 4503 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 416 members Mstep: Class 17 contains 4469 members Mstep: Class 18 contains 74455 members Entering Unmasked Estep ConsiderDeletion Score: -3195947.250000 Penalty: 5210.551758 Iteration 26Q: 11 clusters Score -3195947 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1305 members Mstep: Class 5 contains 856 members Mstep: Class 7 contains 2046 members Mstep: Class 9 contains 1756 members Mstep: Class 11 contains 3262 members Mstep: Class 12 contains 4519 members Mstep: Class 14 contains 1019 members Mstep: Class 15 contains 415 members Mstep: Class 17 contains 4484 members Mstep: Class 18 contains 74379 members Entering Unmasked Estep ConsiderDeletion Score: -3195982.750000 Penalty: 5210.551758 Iteration 27Q: 11 clusters Score -3195983 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1317 members Mstep: Class 5 contains 856 members Mstep: Class 7 contains 2081 members Mstep: Class 9 contains 1772 members Mstep: Class 11 contains 3255 members Mstep: Class 12 contains 4522 members Mstep: Class 14 contains 998 members Mstep: Class 15 contains 414 members Mstep: Class 17 contains 4496 members Mstep: Class 18 contains 74330 members Entering Unmasked Estep ConsiderDeletion Score: -3196017.000000 Penalty: 5210.551758 Iteration 28Q: 11 clusters Score -3196017 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1333 members Mstep: Class 5 contains 854 members Mstep: Class 7 contains 2110 members Mstep: Class 9 contains 1791 members Mstep: Class 11 contains 3260 members Mstep: Class 12 contains 4519 members Mstep: Class 14 contains 982 members Mstep: Class 15 contains 414 members Mstep: Class 17 contains 4503 members Mstep: Class 18 contains 74275 members Entering Unmasked Estep ConsiderDeletion Score: -3196024.500000 Penalty: 5210.551758 Iteration 29Q: 11 clusters Score -3196024 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1343 members Mstep: Class 5 contains 854 members Mstep: Class 7 contains 2139 members Mstep: Class 9 contains 1805 members Mstep: Class 11 contains 3260 members Mstep: Class 12 contains 4516 members Mstep: Class 14 contains 975 members Mstep: Class 15 contains 415 members Mstep: Class 17 contains 4502 members Mstep: Class 18 contains 74232 members Entering Unmasked Estep ConsiderDeletion Score: -3196049.000000 Penalty: 5210.551758 Iteration 30Q: 11 clusters Score -3196049 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1349 members Mstep: Class 5 contains 853 members Mstep: Class 7 contains 2154 members Mstep: Class 9 contains 1818 members Mstep: Class 11 contains 3263 members Mstep: Class 12 contains 4513 members Mstep: Class 14 contains 969 members Mstep: Class 15 contains 418 members Mstep: Class 17 contains 4506 members Mstep: Class 18 contains 74198 members Entering Unmasked Estep ConsiderDeletion Score: -3196077.500000 Penalty: 5210.551758 Iteration 31Q: 11 clusters Score -3196078 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1356 members Mstep: Class 5 contains 854 members Mstep: Class 7 contains 2193 members Mstep: Class 9 contains 1824 members Mstep: Class 11 contains 3253 members Mstep: Class 12 contains 4501 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 422 members Mstep: Class 17 contains 4514 members Mstep: Class 18 contains 74164 members Entering Unmasked Estep ConsiderDeletion Score: -3196105.750000 Penalty: 5210.551758 Iteration 32Q: 11 clusters Score -3196106 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1356 members Mstep: Class 5 contains 856 members Mstep: Class 7 contains 2233 members Mstep: Class 9 contains 1834 members Mstep: Class 11 contains 3236 members Mstep: Class 12 contains 4499 members Mstep: Class 14 contains 952 members Mstep: Class 15 contains 428 members Mstep: Class 17 contains 4525 members Mstep: Class 18 contains 74122 members Entering Unmasked Estep ConsiderDeletion Score: -3196133.250000 Penalty: 5210.551758 Iteration 33Q: 11 clusters Score -3196133 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 857 members Mstep: Class 7 contains 2261 members Mstep: Class 9 contains 1841 members Mstep: Class 11 contains 3219 members Mstep: Class 12 contains 4513 members Mstep: Class 14 contains 946 members Mstep: Class 15 contains 432 members Mstep: Class 17 contains 4531 members Mstep: Class 18 contains 74082 members Entering Unmasked Estep ConsiderDeletion Score: -3196139.250000 Penalty: 5210.551758 Iteration 34Q: 11 clusters Score -3196139 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1355 members Mstep: Class 5 contains 857 members Mstep: Class 7 contains 2283 members Mstep: Class 9 contains 1848 members Mstep: Class 11 contains 3221 members Mstep: Class 12 contains 4520 members Mstep: Class 14 contains 943 members Mstep: Class 15 contains 444 members Mstep: Class 17 contains 4535 members Mstep: Class 18 contains 74035 members Entering Unmasked Estep ConsiderDeletion Score: -3196144.750000 Penalty: 5210.551758 Iteration 35Q: 11 clusters Score -3196145 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1356 members Mstep: Class 5 contains 857 members Mstep: Class 7 contains 2303 members Mstep: Class 9 contains 1853 members Mstep: Class 11 contains 3220 members Mstep: Class 12 contains 4534 members Mstep: Class 14 contains 942 members Mstep: Class 15 contains 446 members Mstep: Class 17 contains 4537 members Mstep: Class 18 contains 73993 members Entering Unmasked Estep ConsiderDeletion Score: -3196154.500000 Penalty: 5210.551758 Iteration 36Q: 11 clusters Score -3196154 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1358 members Mstep: Class 5 contains 857 members Mstep: Class 7 contains 2319 members Mstep: Class 9 contains 1869 members Mstep: Class 11 contains 3225 members Mstep: Class 12 contains 4550 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 448 members Mstep: Class 17 contains 4534 members Mstep: Class 18 contains 73940 members Entering Unmasked Estep ConsiderDeletion Score: -3196167.750000 Penalty: 5210.551758 Iteration 37Q: 11 clusters Score -3196168 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 2348 members Mstep: Class 9 contains 1881 members Mstep: Class 11 contains 3220 members Mstep: Class 12 contains 4559 members Mstep: Class 14 contains 940 members Mstep: Class 15 contains 453 members Mstep: Class 17 contains 4537 members Mstep: Class 18 contains 73889 members Entering Unmasked Estep ConsiderDeletion Score: -3196184.750000 Penalty: 5210.551758 Iteration 38Q: 11 clusters Score -3196185 nChanged 89 Entering ConstructFrom: Score: -3196184.750000 Penalty: 5210.551758 Entering ConstructFrom: Trying to split cluster 4 (1360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Entering Unmasked Estep Score: -36781.574219 Penalty: 328.293427 Iteration 0F: 2 clusters Score -36781.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -35741.386719 Penalty: 656.586853 Iteration 0F: 3 clusters Score -35741.39 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -36070.863281 Penalty: 656.586853 Iteration 1F: 3 clusters Score -36070.86 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -36138.500000 Penalty: 656.586853 Iteration 2F: 3 clusters Score -36138.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -36198.703125 Penalty: 656.586853 Iteration 3F: 3 clusters Score -36198.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -36227.144531 Penalty: 656.586853 Iteration 4Q: 3 clusters Score -36227.14 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -36248.425781 Penalty: 656.586853 Iteration 5Q: 3 clusters Score -36248.43 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -36270.058594 Penalty: 656.586853 Iteration 6Q: 3 clusters Score -36270.06 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -36287.832031 Penalty: 656.586853 Iteration 7Q: 3 clusters Score -36287.83 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -36305.757812 Penalty: 656.586853 Iteration 8Q: 3 clusters Score -36305.76 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -36320.710938 Penalty: 656.586853 Iteration 9Q: 3 clusters Score -36320.71 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -36341.414062 Penalty: 656.586853 Iteration 10Q: 3 clusters Score -36341.41 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -36361.882812 Penalty: 656.586853 Iteration 11Q: 3 clusters Score -36361.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -36388.519531 Penalty: 656.586853 Iteration 12Q: 3 clusters Score -36388.52 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -36427.468750 Penalty: 656.586853 Iteration 13Q: 3 clusters Score -36427.47 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -36458.035156 Penalty: 656.586853 Iteration 14Q: 3 clusters Score -36458.04 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -36485.921875 Penalty: 656.586853 Iteration 15Q: 3 clusters Score -36485.92 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -36521.515625 Penalty: 656.586853 Iteration 16Q: 3 clusters Score -36521.52 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -36547.222656 Penalty: 656.586853 Iteration 17Q: 3 clusters Score -36547.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -36564.257812 Penalty: 656.586853 Iteration 18Q: 3 clusters Score -36564.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -36582.378906 Penalty: 656.586853 Iteration 19Q: 3 clusters Score -36582.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -36606.402344 Penalty: 656.586853 Iteration 20F: 3 clusters Score -36606.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -36617.136719 Penalty: 656.586853 Iteration 21Q: 3 clusters Score -36617.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -36621.785156 Penalty: 656.586853 Iteration 22Q: 3 clusters Score -36621.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36623.976562 Penalty: 656.586853 Iteration 23Q: 3 clusters Score -36623.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36627.683594 Penalty: 656.586853 Iteration 24Q: 3 clusters Score -36627.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36628.183594 Penalty: 656.586853 Iteration 25Q: 3 clusters Score -36628.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -36629.984375 Penalty: 656.586853 Iteration 26Q: 3 clusters Score -36629.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -36630.933594 Penalty: 656.586853 Iteration 27Q: 3 clusters Score -36630.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -36630.933594 Penalty: 656.586853 Iteration 28F: 3 clusters Score -36630.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Entering Unmasked Estep Score: -26685.404297 Penalty: 307.175110 Iteration 0F: 2 clusters Score -26685.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -25985.082031 Penalty: 614.350220 Iteration 0F: 3 clusters Score -25985.08 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -26195.951172 Penalty: 614.350220 Iteration 1F: 3 clusters Score -26195.95 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -26233.191406 Penalty: 614.350220 Iteration 2F: 3 clusters Score -26233.19 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -26254.244141 Penalty: 614.350220 Iteration 3Q: 3 clusters Score -26254.24 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -26268.855469 Penalty: 614.350220 Iteration 4Q: 3 clusters Score -26268.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -26280.152344 Penalty: 614.350220 Iteration 5Q: 3 clusters Score -26280.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -26294.976562 Penalty: 614.350220 Iteration 6Q: 3 clusters Score -26294.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -26301.416016 Penalty: 614.350220 Iteration 7Q: 3 clusters Score -26301.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -26308.710938 Penalty: 614.350220 Iteration 8Q: 3 clusters Score -26308.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -26314.707031 Penalty: 614.350220 Iteration 9Q: 3 clusters Score -26314.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -26327.566406 Penalty: 614.350220 Iteration 10Q: 3 clusters Score -26327.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -26339.339844 Penalty: 614.350220 Iteration 11Q: 3 clusters Score -26339.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -26347.107422 Penalty: 614.350220 Iteration 12Q: 3 clusters Score -26347.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -26349.705078 Penalty: 614.350220 Iteration 13Q: 3 clusters Score -26349.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -26353.554688 Penalty: 614.350220 Iteration 14Q: 3 clusters Score -26353.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -26359.273438 Penalty: 614.350220 Iteration 15Q: 3 clusters Score -26359.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -26363.503906 Penalty: 614.350220 Iteration 16Q: 3 clusters Score -26363.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -26375.691406 Penalty: 614.350220 Iteration 17Q: 3 clusters Score -26375.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -26396.343750 Penalty: 614.350220 Iteration 18Q: 3 clusters Score -26396.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -26417.921875 Penalty: 614.350220 Iteration 19Q: 3 clusters Score -26417.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -26436.164062 Penalty: 614.350220 Iteration 20F: 3 clusters Score -26436.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -26447.486328 Penalty: 614.350220 Iteration 21Q: 3 clusters Score -26447.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -26450.361328 Penalty: 614.350220 Iteration 22Q: 3 clusters Score -26450.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -26455.677734 Penalty: 614.350220 Iteration 23Q: 3 clusters Score -26455.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -26460.158203 Penalty: 614.350220 Iteration 24Q: 3 clusters Score -26460.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -26466.406250 Penalty: 614.350220 Iteration 25Q: 3 clusters Score -26466.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -26468.621094 Penalty: 614.350220 Iteration 26Q: 3 clusters Score -26468.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -26469.937500 Penalty: 614.350220 Iteration 27Q: 3 clusters Score -26469.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -26471.115234 Penalty: 614.350220 Iteration 28Q: 3 clusters Score -26471.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -26471.875000 Penalty: 614.350220 Iteration 29Q: 3 clusters Score -26471.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -26471.875000 Penalty: 614.350220 Iteration 30F: 3 clusters Score -26471.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -83963.523438 Penalty: 353.449005 Iteration 0F: 2 clusters Score -83963.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -82263.734375 Penalty: 706.898010 Iteration 0F: 3 clusters Score -82263.73 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -82841.656250 Penalty: 706.898010 Iteration 1F: 3 clusters Score -82841.66 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -82931.609375 Penalty: 706.898010 Iteration 2F: 3 clusters Score -82931.61 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -82998.171875 Penalty: 706.898010 Iteration 3Q: 3 clusters Score -82998.17 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -83077.242188 Penalty: 706.898010 Iteration 4Q: 3 clusters Score -83077.24 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -83152.718750 Penalty: 706.898010 Iteration 5Q: 3 clusters Score -83152.72 nChanged 107 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: -83227.406250 Penalty: 706.898010 Iteration 6Q: 3 clusters Score -83227.41 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -83267.226562 Penalty: 706.898010 Iteration 7Q: 3 clusters Score -83267.23 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -83285.015625 Penalty: 706.898010 Iteration 8Q: 3 clusters Score -83285.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -83299.390625 Penalty: 706.898010 Iteration 9Q: 3 clusters Score -83299.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -83316.156250 Penalty: 706.898010 Iteration 10Q: 3 clusters Score -83316.16 nChanged 42 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: -83331.085938 Penalty: 706.898010 Iteration 11Q: 3 clusters Score -83331.09 nChanged 31 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: -83345.046875 Penalty: 706.898010 Iteration 12Q: 3 clusters Score -83345.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -83357.789062 Penalty: 706.898010 Iteration 13Q: 3 clusters Score -83357.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -83365.492188 Penalty: 706.898010 Iteration 14Q: 3 clusters Score -83365.49 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -83376.703125 Penalty: 706.898010 Iteration 15Q: 3 clusters Score -83376.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -83385.453125 Penalty: 706.898010 Iteration 16Q: 3 clusters Score -83385.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -83391.968750 Penalty: 706.898010 Iteration 17Q: 3 clusters Score -83391.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -83398.539062 Penalty: 706.898010 Iteration 18Q: 3 clusters Score -83398.54 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -83406.593750 Penalty: 706.898010 Iteration 19Q: 3 clusters Score -83406.59 nChanged 30 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: -83415.890625 Penalty: 706.898010 Iteration 20F: 3 clusters Score -83415.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -83425.125000 Penalty: 706.898010 Iteration 21Q: 3 clusters Score -83425.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -83429.726562 Penalty: 706.898010 Iteration 22Q: 3 clusters Score -83429.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -83433.671875 Penalty: 706.898010 Iteration 23Q: 3 clusters Score -83433.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -83438.953125 Penalty: 706.898010 Iteration 24Q: 3 clusters Score -83438.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -83447.335938 Penalty: 706.898010 Iteration 25Q: 3 clusters Score -83447.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -83452.914062 Penalty: 706.898010 Iteration 26Q: 3 clusters Score -83452.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -83457.570312 Penalty: 706.898010 Iteration 27Q: 3 clusters Score -83457.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -83461.195312 Penalty: 706.898010 Iteration 28Q: 3 clusters Score -83461.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -83464.195312 Penalty: 706.898010 Iteration 29Q: 3 clusters Score -83464.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -83467.171875 Penalty: 706.898010 Iteration 30Q: 3 clusters Score -83467.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -83471.609375 Penalty: 706.898010 Iteration 31Q: 3 clusters Score -83471.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -83475.617188 Penalty: 706.898010 Iteration 32Q: 3 clusters Score -83475.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -83477.617188 Penalty: 706.898010 Iteration 33Q: 3 clusters Score -83477.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -83480.335938 Penalty: 706.898010 Iteration 34Q: 3 clusters Score -83480.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -83481.226562 Penalty: 706.898010 Iteration 35Q: 3 clusters Score -83481.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -83482.468750 Penalty: 706.898010 Iteration 36Q: 3 clusters Score -83482.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -83484.203125 Penalty: 706.898010 Iteration 37Q: 3 clusters Score -83484.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -83485.601562 Penalty: 706.898010 Iteration 38Q: 3 clusters Score -83485.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -83490.382812 Penalty: 706.898010 Iteration 39Q: 3 clusters Score -83490.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -83493.757812 Penalty: 706.898010 Iteration 40F: 3 clusters Score -83493.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -83497.398438 Penalty: 706.898010 Iteration 41Q: 3 clusters Score -83497.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -83504.460938 Penalty: 706.898010 Iteration 42Q: 3 clusters Score -83504.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -83509.031250 Penalty: 706.898010 Iteration 43Q: 3 clusters Score -83509.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -83512.281250 Penalty: 706.898010 Iteration 44Q: 3 clusters Score -83512.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -83515.210938 Penalty: 706.898010 Iteration 45Q: 3 clusters Score -83515.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -83517.992188 Penalty: 706.898010 Iteration 46Q: 3 clusters Score -83517.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -83522.609375 Penalty: 706.898010 Iteration 47Q: 3 clusters Score -83522.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -83527.734375 Penalty: 706.898010 Iteration 48Q: 3 clusters Score -83527.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -83532.617188 Penalty: 706.898010 Iteration 49Q: 3 clusters Score -83532.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -83536.359375 Penalty: 706.898010 Iteration 50Q: 3 clusters Score -83536.36 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: -83538.585938 Penalty: 706.898010 Iteration 51Q: 3 clusters Score -83538.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -83539.484375 Penalty: 706.898010 Iteration 52Q: 3 clusters Score -83539.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83539.914062 Penalty: 706.898010 Iteration 53Q: 3 clusters Score -83539.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83541.078125 Penalty: 706.898010 Iteration 54Q: 3 clusters Score -83541.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -83542.429688 Penalty: 706.898010 Iteration 55Q: 3 clusters Score -83542.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -83543.695312 Penalty: 706.898010 Iteration 56Q: 3 clusters Score -83543.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -83543.937500 Penalty: 706.898010 Iteration 57Q: 3 clusters Score -83543.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83544.242188 Penalty: 706.898010 Iteration 58Q: 3 clusters Score -83544.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83545.062500 Penalty: 706.898010 Iteration 59Q: 3 clusters Score -83545.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83546.687500 Penalty: 706.898010 Iteration 60F: 3 clusters Score -83546.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -83547.601562 Penalty: 706.898010 Iteration 61Q: 3 clusters Score -83547.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -83548.937500 Penalty: 706.898010 Iteration 62Q: 3 clusters Score -83548.94 nChanged 6 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: -83549.953125 Penalty: 706.898010 Iteration 63Q: 3 clusters Score -83549.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -83551.179688 Penalty: 706.898010 Iteration 64Q: 3 clusters Score -83551.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -83551.539062 Penalty: 706.898010 Iteration 65Q: 3 clusters Score -83551.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -83551.539062 Penalty: 706.898010 Iteration 66Q: 3 clusters Score -83551.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -83551.539062 Penalty: 706.898010 Iteration 67F: 3 clusters Score -83551.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Entering Unmasked Estep Score: -63588.464844 Penalty: 343.243011 Iteration 0F: 2 clusters Score -63588.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -62211.992188 Penalty: 686.486023 Iteration 0F: 3 clusters Score -62211.99 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -62717.273438 Penalty: 686.486023 Iteration 1F: 3 clusters Score -62717.27 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -62846.312500 Penalty: 686.486023 Iteration 2F: 3 clusters Score -62846.31 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -62981.199219 Penalty: 686.486023 Iteration 3F: 3 clusters Score -62981.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -63110.113281 Penalty: 686.486023 Iteration 4F: 3 clusters Score -63110.11 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -63176.554688 Penalty: 686.486023 Iteration 5F: 3 clusters Score -63176.55 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -63209.789062 Penalty: 686.486023 Iteration 6Q: 3 clusters Score -63209.79 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -63228.578125 Penalty: 686.486023 Iteration 7Q: 3 clusters Score -63228.58 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -63249.500000 Penalty: 686.486023 Iteration 8Q: 3 clusters Score -63249.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -63272.269531 Penalty: 686.486023 Iteration 9Q: 3 clusters Score -63272.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -63286.312500 Penalty: 686.486023 Iteration 10Q: 3 clusters Score -63286.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -63293.617188 Penalty: 686.486023 Iteration 11Q: 3 clusters Score -63293.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -63297.679688 Penalty: 686.486023 Iteration 12Q: 3 clusters Score -63297.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -63299.925781 Penalty: 686.486023 Iteration 13Q: 3 clusters Score -63299.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -63304.492188 Penalty: 686.486023 Iteration 14Q: 3 clusters Score -63304.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -63306.437500 Penalty: 686.486023 Iteration 15Q: 3 clusters Score -63306.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -63308.234375 Penalty: 686.486023 Iteration 16Q: 3 clusters Score -63308.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -63308.996094 Penalty: 686.486023 Iteration 17Q: 3 clusters Score -63309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -63309.191406 Penalty: 686.486023 Iteration 18Q: 3 clusters Score -63309.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -63309.500000 Penalty: 686.486023 Iteration 19Q: 3 clusters Score -63309.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -63309.613281 Penalty: 686.486023 Iteration 20F: 3 clusters Score -63309.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -63310.089844 Penalty: 686.486023 Iteration 21Q: 3 clusters Score -63310.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -63310.898438 Penalty: 686.486023 Iteration 22Q: 3 clusters Score -63310.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -63312.925781 Penalty: 686.486023 Iteration 23Q: 3 clusters Score -63312.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -63316.085938 Penalty: 686.486023 Iteration 24Q: 3 clusters Score -63316.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -63317.867188 Penalty: 686.486023 Iteration 25Q: 3 clusters Score -63317.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -63318.265625 Penalty: 686.486023 Iteration 26Q: 3 clusters Score -63318.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -63318.285156 Penalty: 686.486023 Iteration 27Q: 3 clusters Score -63318.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -63318.855469 Penalty: 686.486023 Iteration 28Q: 3 clusters Score -63318.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -63320.207031 Penalty: 686.486023 Iteration 29Q: 3 clusters Score -63320.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -63322.261719 Penalty: 686.486023 Iteration 30Q: 3 clusters Score -63322.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -63325.546875 Penalty: 686.486023 Iteration 31Q: 3 clusters Score -63325.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -63330.632812 Penalty: 686.486023 Iteration 32Q: 3 clusters Score -63330.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -63337.277344 Penalty: 686.486023 Iteration 33Q: 3 clusters Score -63337.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -63343.562500 Penalty: 686.486023 Iteration 34Q: 3 clusters Score -63343.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -63347.570312 Penalty: 686.486023 Iteration 35Q: 3 clusters Score -63347.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -63349.640625 Penalty: 686.486023 Iteration 36Q: 3 clusters Score -63349.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -63350.386719 Penalty: 686.486023 Iteration 37Q: 3 clusters Score -63350.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -63350.757812 Penalty: 686.486023 Iteration 38Q: 3 clusters Score -63350.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -63351.375000 Penalty: 686.486023 Iteration 39Q: 3 clusters Score -63351.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -63351.910156 Penalty: 686.486023 Iteration 40F: 3 clusters Score -63351.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -63352.445312 Penalty: 686.486023 Iteration 41Q: 3 clusters Score -63352.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -63353.640625 Penalty: 686.486023 Iteration 42Q: 3 clusters Score -63353.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -63355.121094 Penalty: 686.486023 Iteration 43Q: 3 clusters Score -63355.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -63355.746094 Penalty: 686.486023 Iteration 44Q: 3 clusters Score -63355.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -63356.035156 Penalty: 686.486023 Iteration 45Q: 3 clusters Score -63356.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -63356.156250 Penalty: 686.486023 Iteration 46Q: 3 clusters Score -63356.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -63356.320312 Penalty: 686.486023 Iteration 47Q: 3 clusters Score -63356.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -63356.617188 Penalty: 686.486023 Iteration 48Q: 3 clusters Score -63356.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -63357.257812 Penalty: 686.486023 Iteration 49Q: 3 clusters Score -63357.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -63357.257812 Penalty: 686.486023 Iteration 50F: 3 clusters Score -63357.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Entering Unmasked Estep Score: -100244.140625 Penalty: 367.467285 Iteration 0F: 2 clusters Score -100244.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -98045.578125 Penalty: 734.934570 Iteration 0F: 3 clusters Score -98045.58 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -98913.875000 Penalty: 734.934570 Iteration 1F: 3 clusters Score -98913.88 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -99039.789062 Penalty: 734.934570 Iteration 2F: 3 clusters Score -99039.79 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -99187.812500 Penalty: 734.934570 Iteration 3F: 3 clusters Score -99187.81 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -99326.765625 Penalty: 734.934570 Iteration 4F: 3 clusters Score -99326.77 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -99456.812500 Penalty: 734.934570 Iteration 5F: 3 clusters Score -99456.81 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -99557.382812 Penalty: 734.934570 Iteration 6Q: 3 clusters Score -99557.38 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -99686.750000 Penalty: 734.934570 Iteration 7Q: 3 clusters Score -99686.75 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -99777.937500 Penalty: 734.934570 Iteration 8Q: 3 clusters Score -99777.94 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -99844.906250 Penalty: 734.934570 Iteration 9Q: 3 clusters Score -99844.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -99884.117188 Penalty: 734.934570 Iteration 10Q: 3 clusters Score -99884.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -99914.320312 Penalty: 734.934570 Iteration 11Q: 3 clusters Score -99914.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -99926.390625 Penalty: 734.934570 Iteration 12Q: 3 clusters Score -99926.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -99937.445312 Penalty: 734.934570 Iteration 13Q: 3 clusters Score -99937.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -99948.632812 Penalty: 734.934570 Iteration 14Q: 3 clusters Score -99948.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -99955.765625 Penalty: 734.934570 Iteration 15Q: 3 clusters Score -99955.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -99960.640625 Penalty: 734.934570 Iteration 16Q: 3 clusters Score -99960.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -99960.640625 Penalty: 734.934570 Iteration 17F: 3 clusters Score -99960.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Entering Unmasked Estep Score: -162198.812500 Penalty: 383.420776 Iteration 0F: 2 clusters Score -162198.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -159104.859375 Penalty: 766.841553 Iteration 0F: 3 clusters Score -159104.9 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -160474.859375 Penalty: 766.841553 Iteration 1F: 3 clusters Score -160474.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -160671.890625 Penalty: 766.841553 Iteration 2F: 3 clusters Score -160671.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -160827.500000 Penalty: 766.841553 Iteration 3F: 3 clusters Score -160827.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -160955.734375 Penalty: 766.841553 Iteration 4F: 3 clusters Score -160955.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -161062.328125 Penalty: 766.841553 Iteration 5Q: 3 clusters Score -161062.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -161171.609375 Penalty: 766.841553 Iteration 6Q: 3 clusters Score -161171.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -161309.640625 Penalty: 766.841553 Iteration 7Q: 3 clusters Score -161309.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -161462.187500 Penalty: 766.841553 Iteration 8Q: 3 clusters Score -161462.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -161577.593750 Penalty: 766.841553 Iteration 9Q: 3 clusters Score -161577.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -161675.812500 Penalty: 766.841553 Iteration 10Q: 3 clusters Score -161675.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -161749.156250 Penalty: 766.841553 Iteration 11Q: 3 clusters Score -161749.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -161815.140625 Penalty: 766.841553 Iteration 12Q: 3 clusters Score -161815.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -161871.062500 Penalty: 766.841553 Iteration 13Q: 3 clusters Score -161871.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -161903.468750 Penalty: 766.841553 Iteration 14Q: 3 clusters Score -161903.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -161918.890625 Penalty: 766.841553 Iteration 15Q: 3 clusters Score -161918.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -161932.531250 Penalty: 766.841553 Iteration 16Q: 3 clusters Score -161932.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -161945.281250 Penalty: 766.841553 Iteration 17Q: 3 clusters Score -161945.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -161958.171875 Penalty: 766.841553 Iteration 18Q: 3 clusters Score -161958.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -161971.609375 Penalty: 766.841553 Iteration 19Q: 3 clusters Score -161971.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -161984.500000 Penalty: 766.841553 Iteration 20F: 3 clusters Score -161984.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -161994.562500 Penalty: 766.841553 Iteration 21Q: 3 clusters Score -161994.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -162001.703125 Penalty: 766.841553 Iteration 22Q: 3 clusters Score -162001.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -162009.734375 Penalty: 766.841553 Iteration 23Q: 3 clusters Score -162009.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -162018.015625 Penalty: 766.841553 Iteration 24Q: 3 clusters Score -162018 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -162022.718750 Penalty: 766.841553 Iteration 25Q: 3 clusters Score -162022.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -162023.765625 Penalty: 766.841553 Iteration 26Q: 3 clusters Score -162023.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -162025.265625 Penalty: 766.841553 Iteration 27Q: 3 clusters Score -162025.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -162025.968750 Penalty: 766.841553 Iteration 28Q: 3 clusters Score -162026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -162026.250000 Penalty: 766.841553 Iteration 29Q: 3 clusters Score -162026.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -162026.687500 Penalty: 766.841553 Iteration 30Q: 3 clusters Score -162026.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -162026.843750 Penalty: 766.841553 Iteration 31Q: 3 clusters Score -162026.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -162026.984375 Penalty: 766.841553 Iteration 32Q: 3 clusters Score -162027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -162026.984375 Penalty: 766.841553 Iteration 33F: 3 clusters Score -162027 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -20211.570312 Penalty: 311.439087 Iteration 0F: 2 clusters Score -20211.57 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 449 members Entering Unmasked Estep Score: -19456.509766 Penalty: 622.878174 Iteration 0F: 3 clusters Score -19456.51 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -19853.644531 Penalty: 622.878174 Iteration 1F: 3 clusters Score -19853.64 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -20092.296875 Penalty: 622.878174 Iteration 2F: 3 clusters Score -20092.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -20231.822266 Penalty: 622.878174 Iteration 3F: 3 clusters Score -20231.82 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -20306.035156 Penalty: 622.878174 Iteration 4F: 3 clusters Score -20306.04 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20338.531250 Penalty: 622.878174 Iteration 5Q: 3 clusters Score -20338.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -20350.287109 Penalty: 622.878174 Iteration 6Q: 3 clusters Score -20350.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20354.935547 Penalty: 622.878174 Iteration 7Q: 3 clusters Score -20354.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -20356.945312 Penalty: 622.878174 Iteration 8Q: 3 clusters Score -20356.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -20357.427734 Penalty: 622.878174 Iteration 9Q: 3 clusters Score -20357.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -20357.427734 Penalty: 622.878174 Iteration 10F: 3 clusters Score -20357.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 215 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 2364 members Mstep: Class 9 contains 1889 members Mstep: Class 11 contains 3217 members Mstep: Class 12 contains 4568 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 458 members Mstep: Class 17 contains 4538 members Mstep: Class 18 contains 73853 members Entering Unmasked Estep Score: -3196130.500000 Penalty: 5731.606934 Splitting cluster 14 changes total score from -3196184.750000 to -3196130.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15052.788086 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15052.79 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 221 members Entering Unmasked Estep Score: -14576.350586 Penalty: 557.545105 Iteration 0F: 3 clusters Score -14576.35 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14699.636719 Penalty: 557.545105 Iteration 1F: 3 clusters Score -14699.64 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14724.212891 Penalty: 557.545105 Iteration 2F: 3 clusters Score -14724.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14741.488281 Penalty: 557.545105 Iteration 3F: 3 clusters Score -14741.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -14758.105469 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -14758.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14768.989258 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -14768.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -14770.718750 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -14770.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14772.398438 Penalty: 557.545105 Iteration 7Q: 3 clusters Score -14772.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14776.667969 Penalty: 557.545105 Iteration 8Q: 3 clusters Score -14776.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14779.796875 Penalty: 557.545105 Iteration 9Q: 3 clusters Score -14779.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14781.348633 Penalty: 557.545105 Iteration 10Q: 3 clusters Score -14781.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14783.601562 Penalty: 557.545105 Iteration 11Q: 3 clusters Score -14783.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14786.144531 Penalty: 557.545105 Iteration 12Q: 3 clusters Score -14786.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14789.192383 Penalty: 557.545105 Iteration 13Q: 3 clusters Score -14789.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14789.374023 Penalty: 557.545105 Iteration 14Q: 3 clusters Score -14789.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14789.374023 Penalty: 557.545105 Iteration 15F: 3 clusters Score -14789.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Entering Unmasked Estep Score: -134862.250000 Penalty: 383.120972 Iteration 0F: 2 clusters Score -134862.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -131783.484375 Penalty: 766.241943 Iteration 0F: 3 clusters Score -131783.5 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -133051.375000 Penalty: 766.241943 Iteration 1F: 3 clusters Score -133051.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -133333.000000 Penalty: 766.241943 Iteration 2F: 3 clusters Score -133333 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -133588.437500 Penalty: 766.241943 Iteration 3F: 3 clusters Score -133588.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -133793.937500 Penalty: 766.241943 Iteration 4F: 3 clusters Score -133793.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -134046.812500 Penalty: 766.241943 Iteration 5Q: 3 clusters Score -134046.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -134451.906250 Penalty: 766.241943 Iteration 6F: 3 clusters Score -134451.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -135097.453125 Penalty: 766.241943 Iteration 7F: 3 clusters Score -135097.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -135646.515625 Penalty: 766.241943 Iteration 8Q: 3 clusters Score -135646.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -135746.031250 Penalty: 766.241943 Iteration 9Q: 3 clusters Score -135746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -135746.031250 Penalty: 766.241943 Iteration 10F: 3 clusters Score -135746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1507 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 2364 members Mstep: Class 9 contains 1889 members Mstep: Class 11 contains 3217 members Mstep: Class 12 contains 4568 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 458 members Mstep: Class 17 contains 3031 members Mstep: Class 18 contains 73853 members Entering Unmasked Estep Score: -3196938.250000 Penalty: 5731.606934 Splitting cluster 17 changes total score from -3196184.750000 to -3196938.250000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 18 (73853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73853 members Entering Unmasked Estep Score: -2643386.250000 Penalty: 510.047363 Iteration 0F: 2 clusters Score -2643386 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37017 members Mstep: Class 2 contains 36836 members Entering Unmasked Estep Score: -2593554.750000 Penalty: 1020.094727 Iteration 0F: 3 clusters Score -2593555 nChanged 35949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38592 members Mstep: Class 2 contains 35261 members Entering Unmasked Estep Score: -2615109.750000 Penalty: 1020.094727 Iteration 1F: 3 clusters Score -2615110 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39489 members Mstep: Class 2 contains 34364 members Entering Unmasked Estep Score: -2616064.500000 Penalty: 1020.094727 Iteration 2Q: 3 clusters Score -2616064 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40872 members Mstep: Class 2 contains 32981 members Entering Unmasked Estep Score: -2617499.000000 Penalty: 1020.094727 Iteration 3Q: 3 clusters Score -2617499 nChanged 3864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42878 members Mstep: Class 2 contains 30975 members Entering Unmasked Estep Score: -2619694.250000 Penalty: 1020.094727 Iteration 4F: 3 clusters Score -2619694 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45632 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -2623301.500000 Penalty: 1020.094727 Iteration 5F: 3 clusters Score -2623302 nChanged 5064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48668 members Mstep: Class 2 contains 25185 members Entering Unmasked Estep Score: -2628733.250000 Penalty: 1020.094727 Iteration 6F: 3 clusters Score -2628733 nChanged 4845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51035 members Mstep: Class 2 contains 22818 members Entering Unmasked Estep Score: -2635781.000000 Penalty: 1020.094727 Iteration 7F: 3 clusters Score -2635781 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51499 members Mstep: Class 2 contains 22354 members Entering Unmasked Estep Score: -2639780.250000 Penalty: 1020.094727 Iteration 8Q: 3 clusters Score -2639780 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50867 members Mstep: Class 2 contains 22986 members Entering Unmasked Estep Score: -2641411.750000 Penalty: 1020.094727 Iteration 9Q: 3 clusters Score -2641412 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50195 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -2642648.000000 Penalty: 1020.094727 Iteration 10Q: 3 clusters Score -2642648 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49342 members Mstep: Class 2 contains 24511 members Entering Unmasked Estep Score: -2643711.500000 Penalty: 1020.094727 Iteration 11Q: 3 clusters Score -2643712 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48282 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -2644724.500000 Penalty: 1020.094727 Iteration 12Q: 3 clusters Score -2644724 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47074 members Mstep: Class 2 contains 26779 members Entering Unmasked Estep Score: -2645690.750000 Penalty: 1020.094727 Iteration 13Q: 3 clusters Score -2645691 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45778 members Mstep: Class 2 contains 28075 members Entering Unmasked Estep Score: -2646600.250000 Penalty: 1020.094727 Iteration 14Q: 3 clusters Score -2646600 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44394 members Mstep: Class 2 contains 29459 members Entering Unmasked Estep Score: -2647450.750000 Penalty: 1020.094727 Iteration 15Q: 3 clusters Score -2647451 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43090 members Mstep: Class 2 contains 30763 members Entering Unmasked Estep Score: -2648156.500000 Penalty: 1020.094727 Iteration 16Q: 3 clusters Score -2648156 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41895 members Mstep: Class 2 contains 31958 members Entering Unmasked Estep Score: -2648714.500000 Penalty: 1020.094727 Iteration 17Q: 3 clusters Score -2648714 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40815 members Mstep: Class 2 contains 33038 members Entering Unmasked Estep Score: -2649140.750000 Penalty: 1020.094727 Iteration 18Q: 3 clusters Score -2649141 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39918 members Mstep: Class 2 contains 33935 members Entering Unmasked Estep Score: -2649448.250000 Penalty: 1020.094727 Iteration 19Q: 3 clusters Score -2649448 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39194 members Mstep: Class 2 contains 34659 members Entering Unmasked Estep Score: -2649807.000000 Penalty: 1020.094727 Iteration 20F: 3 clusters Score -2649807 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38362 members Mstep: Class 2 contains 35491 members Entering Unmasked Estep Score: -2650087.250000 Penalty: 1020.094727 Iteration 21Q: 3 clusters Score -2650087 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37742 members Mstep: Class 2 contains 36111 members Entering Unmasked Estep Score: -2650244.500000 Penalty: 1020.094727 Iteration 22Q: 3 clusters Score -2650244 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37265 members Mstep: Class 2 contains 36588 members Entering Unmasked Estep Score: -2650337.750000 Penalty: 1020.094727 Iteration 23Q: 3 clusters Score -2650338 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36913 members Mstep: Class 2 contains 36940 members Entering Unmasked Estep Score: -2650372.500000 Penalty: 1020.094727 Iteration 24Q: 3 clusters Score -2650372 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36633 members Mstep: Class 2 contains 37220 members Entering Unmasked Estep Score: -2650403.000000 Penalty: 1020.094727 Iteration 25Q: 3 clusters Score -2650403 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36440 members Mstep: Class 2 contains 37413 members Entering Unmasked Estep Score: -2650421.250000 Penalty: 1020.094727 Iteration 26Q: 3 clusters Score -2650421 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36273 members Mstep: Class 2 contains 37580 members Entering Unmasked Estep Score: -2650431.250000 Penalty: 1020.094727 Iteration 27Q: 3 clusters Score -2650431 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36128 members Mstep: Class 2 contains 37725 members Entering Unmasked Estep Score: -2650434.500000 Penalty: 1020.094727 Iteration 28Q: 3 clusters Score -2650434 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35982 members Mstep: Class 2 contains 37871 members Entering Unmasked Estep Score: -2650447.750000 Penalty: 1020.094727 Iteration 29Q: 3 clusters Score -2650448 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35841 members Mstep: Class 2 contains 38012 members Entering Unmasked Estep Score: -2650450.000000 Penalty: 1020.094727 Iteration 30Q: 3 clusters Score -2650450 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35708 members Mstep: Class 2 contains 38145 members Entering Unmasked Estep Score: -2650459.250000 Penalty: 1020.094727 Iteration 31Q: 3 clusters Score -2650459 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35603 members Mstep: Class 2 contains 38250 members Entering Unmasked Estep Score: -2650468.000000 Penalty: 1020.094727 Iteration 32Q: 3 clusters Score -2650468 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35510 members Mstep: Class 2 contains 38343 members Entering Unmasked Estep Score: -2650472.750000 Penalty: 1020.094727 Iteration 33Q: 3 clusters Score -2650473 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35417 members Mstep: Class 2 contains 38436 members Entering Unmasked Estep Score: -2650482.000000 Penalty: 1020.094727 Iteration 34Q: 3 clusters Score -2650482 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35345 members Mstep: Class 2 contains 38508 members Entering Unmasked Estep Score: -2650491.750000 Penalty: 1020.094727 Iteration 35Q: 3 clusters Score -2650492 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35279 members Mstep: Class 2 contains 38574 members Entering Unmasked Estep Score: -2650489.000000 Penalty: 1020.094727 Iteration 36Q: 3 clusters Score -2650489 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35212 members Mstep: Class 2 contains 38641 members Entering Unmasked Estep Score: -2650486.750000 Penalty: 1020.094727 Iteration 37Q: 3 clusters Score -2650487 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35148 members Mstep: Class 2 contains 38705 members Entering Unmasked Estep Score: -2650488.250000 Penalty: 1020.094727 Iteration 38Q: 3 clusters Score -2650488 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35093 members Mstep: Class 2 contains 38760 members Entering Unmasked Estep Score: -2650491.000000 Penalty: 1020.094727 Iteration 39Q: 3 clusters Score -2650491 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35047 members Mstep: Class 2 contains 38806 members Entering Unmasked Estep Score: -2650486.000000 Penalty: 1020.094727 Iteration 40F: 3 clusters Score -2650486 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35014 members Mstep: Class 2 contains 38839 members Entering Unmasked Estep Score: -2650484.500000 Penalty: 1020.094727 Iteration 41Q: 3 clusters Score -2650484 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34981 members Mstep: Class 2 contains 38872 members Entering Unmasked Estep Score: -2650481.250000 Penalty: 1020.094727 Iteration 42Q: 3 clusters Score -2650481 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34957 members Mstep: Class 2 contains 38896 members Entering Unmasked Estep Score: -2650481.250000 Penalty: 1020.094727 Iteration 43Q: 3 clusters Score -2650481 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34936 members Mstep: Class 2 contains 38917 members Entering Unmasked Estep Score: -2650479.250000 Penalty: 1020.094727 Iteration 44Q: 3 clusters Score -2650479 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34912 members Mstep: Class 2 contains 38941 members Entering Unmasked Estep Score: -2650479.250000 Penalty: 1020.094727 Iteration 45Q: 3 clusters Score -2650479 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34894 members Mstep: Class 2 contains 38959 members Entering Unmasked Estep Score: -2650485.250000 Penalty: 1020.094727 Iteration 46Q: 3 clusters Score -2650485 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34872 members Mstep: Class 2 contains 38981 members Entering Unmasked Estep Score: -2650479.500000 Penalty: 1020.094727 Iteration 47Q: 3 clusters Score -2650480 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34851 members Mstep: Class 2 contains 39002 members Entering Unmasked Estep Score: -2650485.500000 Penalty: 1020.094727 Iteration 48Q: 3 clusters Score -2650486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34838 members Mstep: Class 2 contains 39015 members Entering Unmasked Estep Score: -2650492.750000 Penalty: 1020.094727 Iteration 49Q: 3 clusters Score -2650493 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34827 members Mstep: Class 2 contains 39026 members Entering Unmasked Estep Score: -2650492.750000 Penalty: 1020.094727 Iteration 50Q: 3 clusters Score -2650493 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34821 members Mstep: Class 2 contains 39032 members Entering Unmasked Estep Score: -2650493.250000 Penalty: 1020.094727 Iteration 51Q: 3 clusters Score -2650493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34819 members Mstep: Class 2 contains 39034 members Entering Unmasked Estep Score: -2650491.750000 Penalty: 1020.094727 Iteration 52Q: 3 clusters Score -2650492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34816 members Mstep: Class 2 contains 39037 members Entering Unmasked Estep Score: -2650489.250000 Penalty: 1020.094727 Iteration 53Q: 3 clusters Score -2650489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34815 members Mstep: Class 2 contains 39038 members Entering Unmasked Estep Score: -2650488.000000 Penalty: 1020.094727 Iteration 54Q: 3 clusters Score -2650488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34814 members Mstep: Class 2 contains 39039 members Entering Unmasked Estep Score: -2650489.000000 Penalty: 1020.094727 Iteration 55Q: 3 clusters Score -2650489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34811 members Mstep: Class 2 contains 39042 members Entering Unmasked Estep Score: -2650491.500000 Penalty: 1020.094727 Iteration 56Q: 3 clusters Score -2650492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34810 members Mstep: Class 2 contains 39043 members Entering Unmasked Estep Score: -2650490.750000 Penalty: 1020.094727 Iteration 57Q: 3 clusters Score -2650491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34807 members Mstep: Class 2 contains 39046 members Entering Unmasked Estep Score: -2650496.500000 Penalty: 1020.094727 Iteration 58Q: 3 clusters Score -2650496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34804 members Mstep: Class 2 contains 39049 members Entering Unmasked Estep Score: -2650495.500000 Penalty: 1020.094727 Iteration 59Q: 3 clusters Score -2650496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34801 members Mstep: Class 2 contains 39052 members Entering Unmasked Estep Score: -2650495.750000 Penalty: 1020.094727 Iteration 60F: 3 clusters Score -2650496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34800 members Mstep: Class 2 contains 39053 members Entering Unmasked Estep Score: -2650496.500000 Penalty: 1020.094727 Iteration 61Q: 3 clusters Score -2650496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34800 members Mstep: Class 2 contains 39053 members Entering Unmasked Estep Score: -2650496.500000 Penalty: 1020.094727 Iteration 62F: 3 clusters Score -2650496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 39053 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 2364 members Mstep: Class 9 contains 1889 members Mstep: Class 11 contains 3217 members Mstep: Class 12 contains 4568 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 458 members Mstep: Class 17 contains 3031 members Mstep: Class 18 contains 34800 members Entering Unmasked Estep Score: -3204054.500000 Penalty: 6252.662109 Splitting cluster 18 changes total score from -3196184.750000 to -3204054.500000 So it's getting split into cluster 2. Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 855 members Mstep: Class 7 contains 2364 members Mstep: Class 9 contains 1889 members Mstep: Class 11 contains 3217 members Mstep: Class 12 contains 4568 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 458 members Mstep: Class 17 contains 3031 members Mstep: Class 18 contains 34800 members Entering Unmasked Estep ConsiderDeletion Score: -3205419.000000 Penalty: 6252.662109 Iteration 39Q: 13 clusters Score -3205419 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 39478 members Mstep: Class 4 contains 1413 members Mstep: Class 5 contains 838 members Mstep: Class 7 contains 2411 members Mstep: Class 9 contains 2125 members Mstep: Class 11 contains 3079 members Mstep: Class 12 contains 4675 members Mstep: Class 14 contains 913 members Mstep: Class 15 contains 457 members Mstep: Class 17 contains 3100 members Mstep: Class 18 contains 33919 members Entering Unmasked Estep ConsiderDeletion Score: -3206413.750000 Penalty: 6252.662109 Iteration 40F: 13 clusters Score -3206414 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 39693 members Mstep: Class 4 contains 1469 members Mstep: Class 5 contains 828 members Mstep: Class 7 contains 2484 members Mstep: Class 9 contains 2327 members Mstep: Class 11 contains 2996 members Mstep: Class 12 contains 4809 members Mstep: Class 14 contains 903 members Mstep: Class 15 contains 465 members Mstep: Class 17 contains 3094 members Mstep: Class 18 contains 33246 members Entering Unmasked Estep ConsiderDeletion Score: -3207014.250000 Penalty: 6252.662109 Iteration 41Q: 13 clusters Score -3207014 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 39879 members Mstep: Class 4 contains 1511 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 2555 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 2941 members Mstep: Class 12 contains 4984 members Mstep: Class 14 contains 891 members Mstep: Class 15 contains 474 members Mstep: Class 17 contains 3088 members Mstep: Class 18 contains 32621 members Entering Unmasked Estep ConsiderDeletion Score: -3207451.000000 Penalty: 6252.662109 Iteration 42Q: 13 clusters Score -3207451 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 40118 members Mstep: Class 4 contains 1536 members Mstep: Class 5 contains 821 members Mstep: Class 7 contains 2627 members Mstep: Class 9 contains 2622 members Mstep: Class 11 contains 2908 members Mstep: Class 12 contains 5134 members Mstep: Class 14 contains 890 members Mstep: Class 15 contains 486 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 31994 members Entering Unmasked Estep ConsiderDeletion Score: -3207856.750000 Penalty: 6252.662109 Iteration 43Q: 13 clusters Score -3207857 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 40387 members Mstep: Class 4 contains 1552 members Mstep: Class 5 contains 820 members Mstep: Class 7 contains 2699 members Mstep: Class 9 contains 2775 members Mstep: Class 11 contains 2867 members Mstep: Class 12 contains 5303 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 500 members Mstep: Class 17 contains 3088 members Mstep: Class 18 contains 31323 members Entering Unmasked Estep ConsiderDeletion Score: -3208270.000000 Penalty: 6252.662109 Iteration 44Q: 13 clusters Score -3208270 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 40712 members Mstep: Class 4 contains 1575 members Mstep: Class 5 contains 816 members Mstep: Class 7 contains 2775 members Mstep: Class 9 contains 2930 members Mstep: Class 11 contains 2817 members Mstep: Class 12 contains 5502 members Mstep: Class 14 contains 886 members Mstep: Class 15 contains 511 members Mstep: Class 17 contains 3085 members Mstep: Class 18 contains 30580 members Entering Unmasked Estep ConsiderDeletion Score: -3208714.750000 Penalty: 6252.662109 Iteration 45Q: 13 clusters Score -3208715 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 41054 members Mstep: Class 4 contains 1577 members Mstep: Class 5 contains 813 members Mstep: Class 7 contains 2848 members Mstep: Class 9 contains 3064 members Mstep: Class 11 contains 2791 members Mstep: Class 12 contains 5746 members Mstep: Class 14 contains 884 members Mstep: Class 15 contains 526 members Mstep: Class 17 contains 3080 members Mstep: Class 18 contains 29799 members Entering Unmasked Estep ConsiderDeletion Score: -3209225.500000 Penalty: 6252.662109 Iteration 46Q: 13 clusters Score -3209226 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 41446 members Mstep: Class 4 contains 1567 members Mstep: Class 5 contains 812 members Mstep: Class 7 contains 2927 members Mstep: Class 9 contains 3208 members Mstep: Class 11 contains 2773 members Mstep: Class 12 contains 6005 members Mstep: Class 14 contains 880 members Mstep: Class 15 contains 528 members Mstep: Class 17 contains 3082 members Mstep: Class 18 contains 28953 members Entering Unmasked Estep ConsiderDeletion Score: -3209937.500000 Penalty: 6252.662109 Iteration 47Q: 13 clusters Score -3209938 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 41866 members Mstep: Class 4 contains 1549 members Mstep: Class 5 contains 812 members Mstep: Class 7 contains 3056 members Mstep: Class 9 contains 3344 members Mstep: Class 11 contains 2791 members Mstep: Class 12 contains 6320 members Mstep: Class 14 contains 873 members Mstep: Class 15 contains 539 members Mstep: Class 17 contains 3091 members Mstep: Class 18 contains 27943 members Entering Unmasked Estep ConsiderDeletion Score: -3211183.750000 Penalty: 6252.662109 Iteration 48Q: 13 clusters Score -3211184 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 42414 members Mstep: Class 4 contains 1524 members Mstep: Class 5 contains 809 members Mstep: Class 7 contains 3313 members Mstep: Class 9 contains 3461 members Mstep: Class 11 contains 2860 members Mstep: Class 12 contains 6676 members Mstep: Class 14 contains 861 members Mstep: Class 15 contains 559 members Mstep: Class 17 contains 3095 members Mstep: Class 18 contains 26612 members Entering Unmasked Estep ConsiderDeletion Score: -3213828.250000 Penalty: 6252.662109 Iteration 49Q: 13 clusters Score -3213828 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 43107 members Mstep: Class 4 contains 1478 members Mstep: Class 5 contains 807 members Mstep: Class 7 contains 3709 members Mstep: Class 9 contains 3495 members Mstep: Class 11 contains 3042 members Mstep: Class 12 contains 7093 members Mstep: Class 14 contains 853 members Mstep: Class 15 contains 588 members Mstep: Class 17 contains 3096 members Mstep: Class 18 contains 24932 members Entering Unmasked Estep ConsiderDeletion Score: -3221068.000000 Penalty: 6252.662109 Iteration 50Q: 13 clusters Score -3221068 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 43673 members Mstep: Class 4 contains 1457 members Mstep: Class 5 contains 806 members Mstep: Class 7 contains 4036 members Mstep: Class 9 contains 3441 members Mstep: Class 11 contains 3095 members Mstep: Class 12 contains 7450 members Mstep: Class 14 contains 847 members Mstep: Class 15 contains 607 members Mstep: Class 17 contains 3104 members Mstep: Class 18 contains 23742 members Entering Unmasked Estep ConsiderDeletion Score: -3230511.500000 Penalty: 6252.662109 Iteration 51Q: 13 clusters Score -3230512 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 43765 members Mstep: Class 4 contains 1463 members Mstep: Class 5 contains 809 members Mstep: Class 7 contains 4191 members Mstep: Class 9 contains 3375 members Mstep: Class 11 contains 2997 members Mstep: Class 12 contains 7700 members Mstep: Class 14 contains 844 members Mstep: Class 15 contains 616 members Mstep: Class 17 contains 3109 members Mstep: Class 18 contains 23509 members Entering Unmasked Estep ConsiderDeletion Score: -3231998.750000 Penalty: 6252.662109 Iteration 52Q: 13 clusters Score -3231999 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 43749 members Mstep: Class 4 contains 1431 members Mstep: Class 5 contains 807 members Mstep: Class 7 contains 4285 members Mstep: Class 9 contains 3344 members Mstep: Class 11 contains 3120 members Mstep: Class 12 contains 7818 members Mstep: Class 14 contains 839 members Mstep: Class 15 contains 626 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 23299 members Entering Unmasked Estep ConsiderDeletion Score: -3232492.250000 Penalty: 6252.662109 Iteration 53Q: 13 clusters Score -3232492 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 43728 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 809 members Mstep: Class 7 contains 4335 members Mstep: Class 9 contains 3308 members Mstep: Class 11 contains 3276 members Mstep: Class 12 contains 7870 members Mstep: Class 14 contains 834 members Mstep: Class 15 contains 635 members Mstep: Class 17 contains 3131 members Mstep: Class 18 contains 23148 members Entering Unmasked Estep ConsiderDeletion Score: -3232717.250000 Penalty: 6252.662109 Iteration 54Q: 13 clusters Score -3232717 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 43701 members Mstep: Class 4 contains 1359 members Mstep: Class 5 contains 813 members Mstep: Class 7 contains 4384 members Mstep: Class 9 contains 3276 members Mstep: Class 11 contains 3417 members Mstep: Class 12 contains 7883 members Mstep: Class 14 contains 832 members Mstep: Class 15 contains 643 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 23030 members Entering Unmasked Estep ConsiderDeletion Score: -3232838.000000 Penalty: 6252.662109 Iteration 55Q: 13 clusters Score -3232838 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 43641 members Mstep: Class 4 contains 1337 members Mstep: Class 5 contains 813 members Mstep: Class 7 contains 4436 members Mstep: Class 9 contains 3235 members Mstep: Class 11 contains 3526 members Mstep: Class 12 contains 7903 members Mstep: Class 14 contains 830 members Mstep: Class 15 contains 656 members Mstep: Class 17 contains 3150 members Mstep: Class 18 contains 22959 members Entering Unmasked Estep ConsiderDeletion Score: -3232928.500000 Penalty: 6252.662109 Iteration 56Q: 13 clusters Score -3232928 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 43589 members Mstep: Class 4 contains 1331 members Mstep: Class 5 contains 812 members Mstep: Class 7 contains 4482 members Mstep: Class 9 contains 3187 members Mstep: Class 11 contains 3587 members Mstep: Class 12 contains 7922 members Mstep: Class 14 contains 828 members Mstep: Class 15 contains 665 members Mstep: Class 17 contains 3161 members Mstep: Class 18 contains 22929 members Entering Unmasked Estep ConsiderDeletion Score: -3232972.500000 Penalty: 6252.662109 Iteration 57Q: 13 clusters Score -3232972 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 43538 members Mstep: Class 4 contains 1325 members Mstep: Class 5 contains 813 members Mstep: Class 7 contains 4529 members Mstep: Class 9 contains 3137 members Mstep: Class 11 contains 3626 members Mstep: Class 12 contains 7950 members Mstep: Class 14 contains 827 members Mstep: Class 15 contains 669 members Mstep: Class 17 contains 3169 members Mstep: Class 18 contains 22915 members Entering Unmasked Estep ConsiderDeletion Score: -3233013.750000 Penalty: 6252.662109 Iteration 58Q: 13 clusters Score -3233014 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 43473 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 814 members Mstep: Class 7 contains 4609 members Mstep: Class 9 contains 3080 members Mstep: Class 11 contains 3644 members Mstep: Class 12 contains 7984 members Mstep: Class 14 contains 826 members Mstep: Class 15 contains 673 members Mstep: Class 17 contains 3174 members Mstep: Class 18 contains 22903 members Entering Unmasked Estep ConsiderDeletion Score: -3233058.000000 Penalty: 6252.662109 Iteration 59Q: 13 clusters Score -3233058 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 43398 members Mstep: Class 4 contains 1317 members Mstep: Class 5 contains 814 members Mstep: Class 7 contains 4689 members Mstep: Class 9 contains 3017 members Mstep: Class 11 contains 3667 members Mstep: Class 12 contains 8037 members Mstep: Class 14 contains 824 members Mstep: Class 15 contains 675 members Mstep: Class 17 contains 3172 members Mstep: Class 18 contains 22893 members Entering Unmasked Estep ConsiderDeletion Score: -3233247.750000 Penalty: 6252.662109 Iteration 60F: 13 clusters Score -3233248 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 43336 members Mstep: Class 4 contains 1267 members Mstep: Class 5 contains 813 members Mstep: Class 7 contains 4845 members Mstep: Class 9 contains 2961 members Mstep: Class 11 contains 3584 members Mstep: Class 12 contains 8106 members Mstep: Class 14 contains 824 members Mstep: Class 15 contains 709 members Mstep: Class 17 contains 3174 members Mstep: Class 18 contains 22886 members Entering Unmasked Estep ConsiderDeletion Score: -3233329.500000 Penalty: 6252.662109 Iteration 61Q: 13 clusters Score -3233330 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 43296 members Mstep: Class 4 contains 1228 members Mstep: Class 5 contains 814 members Mstep: Class 7 contains 4960 members Mstep: Class 9 contains 2890 members Mstep: Class 11 contains 3563 members Mstep: Class 12 contains 8139 members Mstep: Class 14 contains 822 members Mstep: Class 15 contains 732 members Mstep: Class 17 contains 3177 members Mstep: Class 18 contains 22884 members Entering Unmasked Estep ConsiderDeletion Score: -3233386.000000 Penalty: 6252.662109 Iteration 62Q: 13 clusters Score -3233386 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 43268 members Mstep: Class 4 contains 1193 members Mstep: Class 5 contains 814 members Mstep: Class 7 contains 5056 members Mstep: Class 9 contains 2803 members Mstep: Class 11 contains 3553 members Mstep: Class 12 contains 8175 members Mstep: Class 14 contains 821 members Mstep: Class 15 contains 758 members Mstep: Class 17 contains 3180 members Mstep: Class 18 contains 22885 members Entering Unmasked Estep ConsiderDeletion Score: -3233459.500000 Penalty: 6252.662109 Iteration 63Q: 13 clusters Score -3233460 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 43237 members Mstep: Class 4 contains 1149 members Mstep: Class 5 contains 815 members Mstep: Class 7 contains 5135 members Mstep: Class 9 contains 2732 members Mstep: Class 11 contains 3544 members Mstep: Class 12 contains 8219 members Mstep: Class 14 contains 821 members Mstep: Class 15 contains 782 members Mstep: Class 17 contains 3184 members Mstep: Class 18 contains 22891 members Entering Unmasked Estep ConsiderDeletion Score: -3233525.000000 Penalty: 6252.662109 Iteration 64Q: 13 clusters Score -3233525 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 43209 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 816 members Mstep: Class 7 contains 5207 members Mstep: Class 9 contains 2662 members Mstep: Class 11 contains 3543 members Mstep: Class 12 contains 8250 members Mstep: Class 14 contains 819 members Mstep: Class 15 contains 810 members Mstep: Class 17 contains 3177 members Mstep: Class 18 contains 22897 members Entering Unmasked Estep ConsiderDeletion Score: -3233586.500000 Penalty: 6252.662109 Iteration 65Q: 13 clusters Score -3233586 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 43180 members Mstep: Class 4 contains 1095 members Mstep: Class 5 contains 818 members Mstep: Class 7 contains 5273 members Mstep: Class 9 contains 2606 members Mstep: Class 11 contains 3526 members Mstep: Class 12 contains 8273 members Mstep: Class 14 contains 816 members Mstep: Class 15 contains 842 members Mstep: Class 17 contains 3176 members Mstep: Class 18 contains 22904 members Entering Unmasked Estep ConsiderDeletion Score: -3233628.250000 Penalty: 6252.662109 Iteration 66Q: 13 clusters Score -3233628 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 43156 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 821 members Mstep: Class 7 contains 5320 members Mstep: Class 9 contains 2569 members Mstep: Class 11 contains 3514 members Mstep: Class 12 contains 8299 members Mstep: Class 14 contains 811 members Mstep: Class 15 contains 867 members Mstep: Class 17 contains 3173 members Mstep: Class 18 contains 22908 members Entering Unmasked Estep ConsiderDeletion Score: -3233659.500000 Penalty: 6252.662109 Iteration 67Q: 13 clusters Score -3233660 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 43143 members Mstep: Class 4 contains 1046 members Mstep: Class 5 contains 821 members Mstep: Class 7 contains 5361 members Mstep: Class 9 contains 2545 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 8322 members Mstep: Class 14 contains 809 members Mstep: Class 15 contains 888 members Mstep: Class 17 contains 3170 members Mstep: Class 18 contains 22908 members Entering Unmasked Estep ConsiderDeletion Score: -3233695.750000 Penalty: 6252.662109 Iteration 68Q: 13 clusters Score -3233696 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 43124 members Mstep: Class 4 contains 1027 members Mstep: Class 5 contains 822 members Mstep: Class 7 contains 5402 members Mstep: Class 9 contains 2513 members Mstep: Class 11 contains 3495 members Mstep: Class 12 contains 8334 members Mstep: Class 14 contains 808 members Mstep: Class 15 contains 909 members Mstep: Class 17 contains 3169 members Mstep: Class 18 contains 22908 members Entering Unmasked Estep ConsiderDeletion Score: -3233731.000000 Penalty: 6252.662109 Iteration 69Q: 13 clusters Score -3233731 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 43096 members Mstep: Class 4 contains 1001 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5451 members Mstep: Class 9 contains 2466 members Mstep: Class 11 contains 3494 members Mstep: Class 12 contains 8358 members Mstep: Class 14 contains 808 members Mstep: Class 15 contains 933 members Mstep: Class 17 contains 3172 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep ConsiderDeletion Score: -3233789.500000 Penalty: 6252.662109 Iteration 70Q: 13 clusters Score -3233790 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 43059 members Mstep: Class 4 contains 974 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5510 members Mstep: Class 9 contains 2426 members Mstep: Class 11 contains 3483 members Mstep: Class 12 contains 8391 members Mstep: Class 14 contains 809 members Mstep: Class 15 contains 957 members Mstep: Class 17 contains 3170 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep ConsiderDeletion Score: -3233815.000000 Penalty: 6252.662109 Iteration 71Q: 13 clusters Score -3233815 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 43016 members Mstep: Class 4 contains 957 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5564 members Mstep: Class 9 contains 2385 members Mstep: Class 11 contains 3462 members Mstep: Class 12 contains 8425 members Mstep: Class 14 contains 808 members Mstep: Class 15 contains 992 members Mstep: Class 17 contains 3171 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep ConsiderDeletion Score: -3233869.000000 Penalty: 6252.662109 Iteration 72Q: 13 clusters Score -3233869 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 42980 members Mstep: Class 4 contains 941 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5608 members Mstep: Class 9 contains 2335 members Mstep: Class 11 contains 3458 members Mstep: Class 12 contains 8459 members Mstep: Class 14 contains 807 members Mstep: Class 15 contains 1019 members Mstep: Class 17 contains 3172 members Mstep: Class 18 contains 22910 members Entering Unmasked Estep ConsiderDeletion Score: -3233907.000000 Penalty: 6252.662109 Iteration 73Q: 13 clusters Score -3233907 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 42941 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5655 members Mstep: Class 9 contains 2278 members Mstep: Class 11 contains 3441 members Mstep: Class 12 contains 8504 members Mstep: Class 14 contains 807 members Mstep: Class 15 contains 1045 members Mstep: Class 17 contains 3176 members Mstep: Class 18 contains 22911 members Entering Unmasked Estep ConsiderDeletion Score: -3233944.750000 Penalty: 6252.662109 Iteration 74Q: 13 clusters Score -3233945 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 42899 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5705 members Mstep: Class 9 contains 2253 members Mstep: Class 11 contains 3417 members Mstep: Class 12 contains 8531 members Mstep: Class 14 contains 806 members Mstep: Class 15 contains 1062 members Mstep: Class 17 contains 3176 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep ConsiderDeletion Score: -3233982.000000 Penalty: 6252.662109 Iteration 75Q: 13 clusters Score -3233982 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 42854 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5757 members Mstep: Class 9 contains 2237 members Mstep: Class 11 contains 3382 members Mstep: Class 12 contains 8552 members Mstep: Class 14 contains 805 members Mstep: Class 15 contains 1084 members Mstep: Class 17 contains 3177 members Mstep: Class 18 contains 22910 members Entering Unmasked Estep ConsiderDeletion Score: -3234043.000000 Penalty: 6252.662109 Iteration 76Q: 13 clusters Score -3234043 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 42816 members Mstep: Class 4 contains 931 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5813 members Mstep: Class 9 contains 2224 members Mstep: Class 11 contains 3353 members Mstep: Class 12 contains 8565 members Mstep: Class 14 contains 805 members Mstep: Class 15 contains 1099 members Mstep: Class 17 contains 3175 members Mstep: Class 18 contains 22907 members Entering Unmasked Estep ConsiderDeletion Score: -3234096.000000 Penalty: 6252.662109 Iteration 77Q: 13 clusters Score -3234096 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 42785 members Mstep: Class 4 contains 928 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5856 members Mstep: Class 9 contains 2230 members Mstep: Class 11 contains 3311 members Mstep: Class 12 contains 8568 members Mstep: Class 14 contains 805 members Mstep: Class 15 contains 1120 members Mstep: Class 17 contains 3178 members Mstep: Class 18 contains 22907 members Entering Unmasked Estep ConsiderDeletion Score: -3234142.250000 Penalty: 6252.662109 Iteration 78Q: 13 clusters Score -3234142 nChanged 225 Entering ConstructFrom: Score: -3234142.250000 Penalty: 6252.662109 Entering ConstructFrom: Trying to split cluster 1 (1540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Entering Unmasked Estep Score: -48143.328125 Penalty: 333.948975 Iteration 0F: 2 clusters Score -48143.33 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 778 members Entering Unmasked Estep Score: -47013.625000 Penalty: 667.897949 Iteration 0F: 3 clusters Score -47013.62 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -47445.933594 Penalty: 667.897949 Iteration 1F: 3 clusters Score -47445.93 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -47523.835938 Penalty: 667.897949 Iteration 2F: 3 clusters Score -47523.84 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -47575.933594 Penalty: 667.897949 Iteration 3F: 3 clusters Score -47575.93 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -47604.363281 Penalty: 667.897949 Iteration 4Q: 3 clusters Score -47604.36 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -47624.175781 Penalty: 667.897949 Iteration 5Q: 3 clusters Score -47624.18 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -47647.582031 Penalty: 667.897949 Iteration 6Q: 3 clusters Score -47647.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -47666.289062 Penalty: 667.897949 Iteration 7Q: 3 clusters Score -47666.29 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -47694.437500 Penalty: 667.897949 Iteration 8Q: 3 clusters Score -47694.44 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -47721.273438 Penalty: 667.897949 Iteration 9Q: 3 clusters Score -47721.27 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -47742.511719 Penalty: 667.897949 Iteration 10Q: 3 clusters Score -47742.51 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -47754.367188 Penalty: 667.897949 Iteration 11Q: 3 clusters Score -47754.37 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -47764.917969 Penalty: 667.897949 Iteration 12Q: 3 clusters Score -47764.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -47772.203125 Penalty: 667.897949 Iteration 13Q: 3 clusters Score -47772.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -47778.585938 Penalty: 667.897949 Iteration 14Q: 3 clusters Score -47778.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -47785.488281 Penalty: 667.897949 Iteration 15Q: 3 clusters Score -47785.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -47797.152344 Penalty: 667.897949 Iteration 16Q: 3 clusters Score -47797.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -47805.621094 Penalty: 667.897949 Iteration 17Q: 3 clusters Score -47805.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -47817.089844 Penalty: 667.897949 Iteration 18Q: 3 clusters Score -47817.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -47831.031250 Penalty: 667.897949 Iteration 19Q: 3 clusters Score -47831.03 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -47846.152344 Penalty: 667.897949 Iteration 20F: 3 clusters Score -47846.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -47858.820312 Penalty: 667.897949 Iteration 21Q: 3 clusters Score -47858.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -47869.117188 Penalty: 667.897949 Iteration 22Q: 3 clusters Score -47869.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -47877.824219 Penalty: 667.897949 Iteration 23Q: 3 clusters Score -47877.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47883.519531 Penalty: 667.897949 Iteration 24Q: 3 clusters Score -47883.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -47888.578125 Penalty: 667.897949 Iteration 25Q: 3 clusters Score -47888.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -47893.656250 Penalty: 667.897949 Iteration 26Q: 3 clusters Score -47893.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -47898.710938 Penalty: 667.897949 Iteration 27Q: 3 clusters Score -47898.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -47902.746094 Penalty: 667.897949 Iteration 28Q: 3 clusters Score -47902.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -47909.632812 Penalty: 667.897949 Iteration 29Q: 3 clusters Score -47909.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -47917.113281 Penalty: 667.897949 Iteration 30Q: 3 clusters Score -47917.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -47921.148438 Penalty: 667.897949 Iteration 31Q: 3 clusters Score -47921.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -47929.101562 Penalty: 667.897949 Iteration 32Q: 3 clusters Score -47929.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -47936.210938 Penalty: 667.897949 Iteration 33Q: 3 clusters Score -47936.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -47945.132812 Penalty: 667.897949 Iteration 34Q: 3 clusters Score -47945.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -47949.570312 Penalty: 667.897949 Iteration 35Q: 3 clusters Score -47949.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -47951.574219 Penalty: 667.897949 Iteration 36Q: 3 clusters Score -47951.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -47956.019531 Penalty: 667.897949 Iteration 37Q: 3 clusters Score -47956.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -47958.746094 Penalty: 667.897949 Iteration 38Q: 3 clusters Score -47958.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -47961.144531 Penalty: 667.897949 Iteration 39Q: 3 clusters Score -47961.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -47963.050781 Penalty: 667.897949 Iteration 40F: 3 clusters Score -47963.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -47965.339844 Penalty: 667.897949 Iteration 41Q: 3 clusters Score -47965.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -47973.492188 Penalty: 667.897949 Iteration 42Q: 3 clusters Score -47973.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47982.304688 Penalty: 667.897949 Iteration 43Q: 3 clusters Score -47982.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47989.675781 Penalty: 667.897949 Iteration 44Q: 3 clusters Score -47989.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -47998.984375 Penalty: 667.897949 Iteration 45Q: 3 clusters Score -47998.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -48005.757812 Penalty: 667.897949 Iteration 46Q: 3 clusters Score -48005.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -48011.207031 Penalty: 667.897949 Iteration 47Q: 3 clusters Score -48011.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -48016.308594 Penalty: 667.897949 Iteration 48Q: 3 clusters Score -48016.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -48019.265625 Penalty: 667.897949 Iteration 49Q: 3 clusters Score -48019.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -48024.257812 Penalty: 667.897949 Iteration 50Q: 3 clusters Score -48024.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48027.437500 Penalty: 667.897949 Iteration 51Q: 3 clusters Score -48027.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48028.683594 Penalty: 667.897949 Iteration 52Q: 3 clusters Score -48028.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48029.632812 Penalty: 667.897949 Iteration 53Q: 3 clusters Score -48029.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48030.039062 Penalty: 667.897949 Iteration 54Q: 3 clusters Score -48030.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48030.039062 Penalty: 667.897949 Iteration 55F: 3 clusters Score -48030.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (42755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42755 members Entering Unmasked Estep Score: -1600171.125000 Penalty: 485.177490 Iteration 0F: 2 clusters Score -1600171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21384 members Mstep: Class 2 contains 21371 members Entering Unmasked Estep Score: -1571369.750000 Penalty: 970.354980 Iteration 0F: 3 clusters Score -1571370 nChanged 20727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21401 members Mstep: Class 2 contains 21354 members Entering Unmasked Estep Score: -1583359.625000 Penalty: 970.354980 Iteration 1F: 3 clusters Score -1583360 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21439 members Mstep: Class 2 contains 21316 members Entering Unmasked Estep Score: -1583887.500000 Penalty: 970.354980 Iteration 2Q: 3 clusters Score -1583888 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21476 members Mstep: Class 2 contains 21279 members Entering Unmasked Estep Score: -1584515.625000 Penalty: 970.354980 Iteration 3Q: 3 clusters Score -1584516 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21608 members Mstep: Class 2 contains 21147 members Entering Unmasked Estep Score: -1585272.375000 Penalty: 970.354980 Iteration 4Q: 3 clusters Score -1585272 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21723 members Mstep: Class 2 contains 21032 members Entering Unmasked Estep Score: -1586253.250000 Penalty: 970.354980 Iteration 5Q: 3 clusters Score -1586253 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21946 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -1587519.750000 Penalty: 970.354980 Iteration 6F: 3 clusters Score -1587520 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22206 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -1589043.625000 Penalty: 970.354980 Iteration 7F: 3 clusters Score -1589044 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22376 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -1590577.125000 Penalty: 970.354980 Iteration 8F: 3 clusters Score -1590577 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22503 members Mstep: Class 2 contains 20252 members Entering Unmasked Estep Score: -1591626.625000 Penalty: 970.354980 Iteration 9Q: 3 clusters Score -1591627 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 20115 members Entering Unmasked Estep Score: -1592048.875000 Penalty: 970.354980 Iteration 10Q: 3 clusters Score -1592049 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22797 members Mstep: Class 2 contains 19958 members Entering Unmasked Estep Score: -1592175.625000 Penalty: 970.354980 Iteration 11Q: 3 clusters Score -1592176 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22935 members Mstep: Class 2 contains 19820 members Entering Unmasked Estep Score: -1592228.500000 Penalty: 970.354980 Iteration 12Q: 3 clusters Score -1592228 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23082 members Mstep: Class 2 contains 19673 members Entering Unmasked Estep Score: -1592255.125000 Penalty: 970.354980 Iteration 13Q: 3 clusters Score -1592255 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23243 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -1592290.250000 Penalty: 970.354980 Iteration 14Q: 3 clusters Score -1592290 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -1592321.250000 Penalty: 970.354980 Iteration 15Q: 3 clusters Score -1592321 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23580 members Mstep: Class 2 contains 19175 members Entering Unmasked Estep Score: -1592356.125000 Penalty: 970.354980 Iteration 16Q: 3 clusters Score -1592356 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23768 members Mstep: Class 2 contains 18987 members Entering Unmasked Estep Score: -1592396.125000 Penalty: 970.354980 Iteration 17Q: 3 clusters Score -1592396 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23982 members Mstep: Class 2 contains 18773 members Entering Unmasked Estep Score: -1592446.000000 Penalty: 970.354980 Iteration 18Q: 3 clusters Score -1592446 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24224 members Mstep: Class 2 contains 18531 members Entering Unmasked Estep Score: -1592505.000000 Penalty: 970.354980 Iteration 19Q: 3 clusters Score -1592505 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24477 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -1592550.750000 Penalty: 970.354980 Iteration 20F: 3 clusters Score -1592551 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24748 members Mstep: Class 2 contains 18007 members Entering Unmasked Estep Score: -1592613.625000 Penalty: 970.354980 Iteration 21Q: 3 clusters Score -1592614 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25059 members Mstep: Class 2 contains 17696 members Entering Unmasked Estep Score: -1592696.750000 Penalty: 970.354980 Iteration 22Q: 3 clusters Score -1592697 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25403 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -1592769.625000 Penalty: 970.354980 Iteration 23Q: 3 clusters Score -1592770 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25751 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -1592852.500000 Penalty: 970.354980 Iteration 24Q: 3 clusters Score -1592852 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26092 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -1592930.250000 Penalty: 970.354980 Iteration 25Q: 3 clusters Score -1592930 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -1593009.750000 Penalty: 970.354980 Iteration 26Q: 3 clusters Score -1593010 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26783 members Mstep: Class 2 contains 15972 members Entering Unmasked Estep Score: -1593094.875000 Penalty: 970.354980 Iteration 27Q: 3 clusters Score -1593095 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27190 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -1593193.875000 Penalty: 970.354980 Iteration 28Q: 3 clusters Score -1593194 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27611 members Mstep: Class 2 contains 15144 members Entering Unmasked Estep Score: -1593307.250000 Penalty: 970.354980 Iteration 29Q: 3 clusters Score -1593307 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28088 members Mstep: Class 2 contains 14667 members Entering Unmasked Estep Score: -1593422.000000 Penalty: 970.354980 Iteration 30Q: 3 clusters Score -1593422 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28626 members Mstep: Class 2 contains 14129 members Entering Unmasked Estep Score: -1593558.250000 Penalty: 970.354980 Iteration 31Q: 3 clusters Score -1593558 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29205 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -1593720.875000 Penalty: 970.354980 Iteration 32Q: 3 clusters Score -1593721 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29807 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -1593875.125000 Penalty: 970.354980 Iteration 33Q: 3 clusters Score -1593875 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30429 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -1594044.750000 Penalty: 970.354980 Iteration 34Q: 3 clusters Score -1594045 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31085 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1594225.250000 Penalty: 970.354980 Iteration 35Q: 3 clusters Score -1594225 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31758 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -1594431.250000 Penalty: 970.354980 Iteration 36Q: 3 clusters Score -1594431 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32494 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1594666.500000 Penalty: 970.354980 Iteration 37Q: 3 clusters Score -1594666 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33261 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -1594920.375000 Penalty: 970.354980 Iteration 38Q: 3 clusters Score -1594920 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34056 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -1595205.750000 Penalty: 970.354980 Iteration 39Q: 3 clusters Score -1595206 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34892 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1595527.125000 Penalty: 970.354980 Iteration 40F: 3 clusters Score -1595527 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1595900.625000 Penalty: 970.354980 Iteration 41Q: 3 clusters Score -1595901 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36708 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -1596345.000000 Penalty: 970.354980 Iteration 42Q: 3 clusters Score -1596345 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37659 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1596836.000000 Penalty: 970.354980 Iteration 43Q: 3 clusters Score -1596836 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38587 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1597369.500000 Penalty: 970.354980 Iteration 44Q: 3 clusters Score -1597370 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39470 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1597900.125000 Penalty: 970.354980 Iteration 45Q: 3 clusters Score -1597900 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40237 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1598388.125000 Penalty: 970.354980 Iteration 46Q: 3 clusters Score -1598388 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40860 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1598790.500000 Penalty: 970.354980 Iteration 47Q: 3 clusters Score -1598790 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41352 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1599097.125000 Penalty: 970.354980 Iteration 48Q: 3 clusters Score -1599097 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41707 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1599313.750000 Penalty: 970.354980 Iteration 49Q: 3 clusters Score -1599314 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41947 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1599479.750000 Penalty: 970.354980 Iteration 50Q: 3 clusters Score -1599480 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42099 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1599573.250000 Penalty: 970.354980 Iteration 51Q: 3 clusters Score -1599573 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42199 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1599642.875000 Penalty: 970.354980 Iteration 52Q: 3 clusters Score -1599643 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42272 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1599684.000000 Penalty: 970.354980 Iteration 53Q: 3 clusters Score -1599684 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42332 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1599712.500000 Penalty: 970.354980 Iteration 54Q: 3 clusters Score -1599712 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42359 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1599726.625000 Penalty: 970.354980 Iteration 55Q: 3 clusters Score -1599727 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42380 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1599742.500000 Penalty: 970.354980 Iteration 56Q: 3 clusters Score -1599742 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42398 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1599749.250000 Penalty: 970.354980 Iteration 57Q: 3 clusters Score -1599749 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42419 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1599759.625000 Penalty: 970.354980 Iteration 58Q: 3 clusters Score -1599760 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42433 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1599772.500000 Penalty: 970.354980 Iteration 59Q: 3 clusters Score -1599772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42443 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1599774.625000 Penalty: 970.354980 Iteration 60F: 3 clusters Score -1599775 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42449 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1599777.000000 Penalty: 970.354980 Iteration 61Q: 3 clusters Score -1599777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42455 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1599777.750000 Penalty: 970.354980 Iteration 62Q: 3 clusters Score -1599778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42463 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1599780.250000 Penalty: 970.354980 Iteration 63Q: 3 clusters Score -1599780 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42469 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1599787.625000 Penalty: 970.354980 Iteration 64Q: 3 clusters Score -1599788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42474 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1599787.000000 Penalty: 970.354980 Iteration 65Q: 3 clusters Score -1599787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42479 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1599786.625000 Penalty: 970.354980 Iteration 66Q: 3 clusters Score -1599787 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42479 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1599786.625000 Penalty: 970.354980 Iteration 67F: 3 clusters Score -1599787 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Entering Unmasked Estep Score: -23460.410156 Penalty: 311.000885 Iteration 0F: 2 clusters Score -23460.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -22733.941406 Penalty: 622.001770 Iteration 0F: 3 clusters Score -22733.94 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -23037.500000 Penalty: 622.001770 Iteration 1F: 3 clusters Score -23037.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -23096.150391 Penalty: 622.001770 Iteration 2F: 3 clusters Score -23096.15 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -23129.410156 Penalty: 622.001770 Iteration 3F: 3 clusters Score -23129.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -23152.216797 Penalty: 622.001770 Iteration 4Q: 3 clusters Score -23152.22 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -23179.937500 Penalty: 622.001770 Iteration 5Q: 3 clusters Score -23179.94 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -23206.417969 Penalty: 622.001770 Iteration 6Q: 3 clusters Score -23206.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -23236.521484 Penalty: 622.001770 Iteration 7Q: 3 clusters Score -23236.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -23254.761719 Penalty: 622.001770 Iteration 8Q: 3 clusters Score -23254.76 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -23270.927734 Penalty: 622.001770 Iteration 9Q: 3 clusters Score -23270.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -23289.013672 Penalty: 622.001770 Iteration 10Q: 3 clusters Score -23289.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -23298.625000 Penalty: 622.001770 Iteration 11Q: 3 clusters Score -23298.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23307.035156 Penalty: 622.001770 Iteration 12Q: 3 clusters Score -23307.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -23317.166016 Penalty: 622.001770 Iteration 13Q: 3 clusters Score -23317.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -23322.740234 Penalty: 622.001770 Iteration 14Q: 3 clusters Score -23322.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -23327.537109 Penalty: 622.001770 Iteration 15Q: 3 clusters Score -23327.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -23338.136719 Penalty: 622.001770 Iteration 16Q: 3 clusters Score -23338.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23342.941406 Penalty: 622.001770 Iteration 17Q: 3 clusters Score -23342.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23346.033203 Penalty: 622.001770 Iteration 18Q: 3 clusters Score -23346.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -23348.371094 Penalty: 622.001770 Iteration 19Q: 3 clusters Score -23348.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -23355.041016 Penalty: 622.001770 Iteration 20F: 3 clusters Score -23355.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -23361.625000 Penalty: 622.001770 Iteration 21Q: 3 clusters Score -23361.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23362.173828 Penalty: 622.001770 Iteration 22Q: 3 clusters Score -23362.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -23362.371094 Penalty: 622.001770 Iteration 23Q: 3 clusters Score -23362.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -23363.033203 Penalty: 622.001770 Iteration 24Q: 3 clusters Score -23363.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -23364.947266 Penalty: 622.001770 Iteration 25Q: 3 clusters Score -23364.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -23366.263672 Penalty: 622.001770 Iteration 26Q: 3 clusters Score -23366.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -23368.214844 Penalty: 622.001770 Iteration 27Q: 3 clusters Score -23368.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -23369.318359 Penalty: 622.001770 Iteration 28Q: 3 clusters Score -23369.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -23369.408203 Penalty: 622.001770 Iteration 29Q: 3 clusters Score -23369.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -23369.408203 Penalty: 622.001770 Iteration 30F: 3 clusters Score -23369.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Entering Unmasked Estep Score: -25756.490234 Penalty: 305.439514 Iteration 0F: 2 clusters Score -25756.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -25070.541016 Penalty: 610.879028 Iteration 0F: 3 clusters Score -25070.54 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -25245.425781 Penalty: 610.879028 Iteration 1F: 3 clusters Score -25245.43 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -25297.814453 Penalty: 610.879028 Iteration 2F: 3 clusters Score -25297.81 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25330.681641 Penalty: 610.879028 Iteration 3F: 3 clusters Score -25330.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25354.464844 Penalty: 610.879028 Iteration 4Q: 3 clusters Score -25354.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -25373.275391 Penalty: 610.879028 Iteration 5Q: 3 clusters Score -25373.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -25385.187500 Penalty: 610.879028 Iteration 6Q: 3 clusters Score -25385.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -25391.880859 Penalty: 610.879028 Iteration 7Q: 3 clusters Score -25391.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -25400.175781 Penalty: 610.879028 Iteration 8Q: 3 clusters Score -25400.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25412.117188 Penalty: 610.879028 Iteration 9Q: 3 clusters Score -25412.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25427.191406 Penalty: 610.879028 Iteration 10Q: 3 clusters Score -25427.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25453.548828 Penalty: 610.879028 Iteration 11Q: 3 clusters Score -25453.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25488.230469 Penalty: 610.879028 Iteration 12Q: 3 clusters Score -25488.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25511.757812 Penalty: 610.879028 Iteration 13Q: 3 clusters Score -25511.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -25538.703125 Penalty: 610.879028 Iteration 14Q: 3 clusters Score -25538.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -25565.582031 Penalty: 610.879028 Iteration 15Q: 3 clusters Score -25565.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -25590.490234 Penalty: 610.879028 Iteration 16Q: 3 clusters Score -25590.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -25613.917969 Penalty: 610.879028 Iteration 17Q: 3 clusters Score -25613.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -25633.074219 Penalty: 610.879028 Iteration 18Q: 3 clusters Score -25633.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -25676.673828 Penalty: 610.879028 Iteration 19Q: 3 clusters Score -25676.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25686.076172 Penalty: 610.879028 Iteration 20F: 3 clusters Score -25686.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -25690.382812 Penalty: 610.879028 Iteration 21Q: 3 clusters Score -25690.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -25690.382812 Penalty: 610.879028 Iteration 22F: 3 clusters Score -25690.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Entering Unmasked Estep Score: -209555.578125 Penalty: 394.986023 Iteration 0F: 2 clusters Score -209555.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -205587.015625 Penalty: 789.972046 Iteration 0F: 3 clusters Score -205587 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -207136.031250 Penalty: 789.972046 Iteration 1F: 3 clusters Score -207136 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -207263.625000 Penalty: 789.972046 Iteration 2F: 3 clusters Score -207263.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -207410.218750 Penalty: 789.972046 Iteration 3Q: 3 clusters Score -207410.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -207611.562500 Penalty: 789.972046 Iteration 4F: 3 clusters Score -207611.6 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -207868.281250 Penalty: 789.972046 Iteration 5F: 3 clusters Score -207868.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -208143.515625 Penalty: 789.972046 Iteration 6F: 3 clusters Score -208143.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -208426.468750 Penalty: 789.972046 Iteration 7Q: 3 clusters Score -208426.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -208675.156250 Penalty: 789.972046 Iteration 8Q: 3 clusters Score -208675.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -208827.187500 Penalty: 789.972046 Iteration 9Q: 3 clusters Score -208827.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -208928.500000 Penalty: 789.972046 Iteration 10Q: 3 clusters Score -208928.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -208987.750000 Penalty: 789.972046 Iteration 11Q: 3 clusters Score -208987.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -209032.140625 Penalty: 789.972046 Iteration 12Q: 3 clusters Score -209032.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -209070.062500 Penalty: 789.972046 Iteration 13Q: 3 clusters Score -209070.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -209104.718750 Penalty: 789.972046 Iteration 14Q: 3 clusters Score -209104.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -209134.562500 Penalty: 789.972046 Iteration 15Q: 3 clusters Score -209134.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -209155.109375 Penalty: 789.972046 Iteration 16Q: 3 clusters Score -209155.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -209168.218750 Penalty: 789.972046 Iteration 17Q: 3 clusters Score -209168.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -209181.734375 Penalty: 789.972046 Iteration 18Q: 3 clusters Score -209181.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -209196.359375 Penalty: 789.972046 Iteration 19Q: 3 clusters Score -209196.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -209210.640625 Penalty: 789.972046 Iteration 20F: 3 clusters Score -209210.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -209222.203125 Penalty: 789.972046 Iteration 21Q: 3 clusters Score -209222.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -209235.390625 Penalty: 789.972046 Iteration 22Q: 3 clusters Score -209235.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -209248.437500 Penalty: 789.972046 Iteration 23Q: 3 clusters Score -209248.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -209251.890625 Penalty: 789.972046 Iteration 24Q: 3 clusters Score -209251.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -209255.375000 Penalty: 789.972046 Iteration 25Q: 3 clusters Score -209255.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -209261.171875 Penalty: 789.972046 Iteration 26Q: 3 clusters Score -209261.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -209264.140625 Penalty: 789.972046 Iteration 27Q: 3 clusters Score -209264.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -209266.671875 Penalty: 789.972046 Iteration 28Q: 3 clusters Score -209266.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -209267.828125 Penalty: 789.972046 Iteration 29Q: 3 clusters Score -209267.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -209269.171875 Penalty: 789.972046 Iteration 30Q: 3 clusters Score -209269.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -209269.265625 Penalty: 789.972046 Iteration 31Q: 3 clusters Score -209269.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -209269.484375 Penalty: 789.972046 Iteration 32Q: 3 clusters Score -209269.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -209269.640625 Penalty: 789.972046 Iteration 33Q: 3 clusters Score -209269.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -209269.843750 Penalty: 789.972046 Iteration 34Q: 3 clusters Score -209269.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -209269.921875 Penalty: 789.972046 Iteration 35Q: 3 clusters Score -209269.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -209269.921875 Penalty: 789.972046 Iteration 36F: 3 clusters Score -209269.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Entering Unmasked Estep Score: -75482.296875 Penalty: 350.936554 Iteration 0F: 2 clusters Score -75482.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -73852.078125 Penalty: 701.873108 Iteration 0F: 3 clusters Score -73852.08 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -74431.304688 Penalty: 701.873108 Iteration 1F: 3 clusters Score -74431.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -74542.968750 Penalty: 701.873108 Iteration 2F: 3 clusters Score -74542.97 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -74655.250000 Penalty: 701.873108 Iteration 3F: 3 clusters Score -74655.25 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -74764.820312 Penalty: 701.873108 Iteration 4F: 3 clusters Score -74764.82 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -74865.976562 Penalty: 701.873108 Iteration 5F: 3 clusters Score -74865.98 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -74979.226562 Penalty: 701.873108 Iteration 6F: 3 clusters Score -74979.23 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -75067.898438 Penalty: 701.873108 Iteration 7Q: 3 clusters Score -75067.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -75121.046875 Penalty: 701.873108 Iteration 8Q: 3 clusters Score -75121.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -75150.031250 Penalty: 701.873108 Iteration 9Q: 3 clusters Score -75150.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -75160.226562 Penalty: 701.873108 Iteration 10Q: 3 clusters Score -75160.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -75164.210938 Penalty: 701.873108 Iteration 11Q: 3 clusters Score -75164.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -75167.710938 Penalty: 701.873108 Iteration 12Q: 3 clusters Score -75167.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -75168.500000 Penalty: 701.873108 Iteration 13Q: 3 clusters Score -75168.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -75168.500000 Penalty: 701.873108 Iteration 14F: 3 clusters Score -75168.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Entering Unmasked Estep Score: -101229.156250 Penalty: 368.210815 Iteration 0F: 2 clusters Score -101229.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -98956.468750 Penalty: 736.421631 Iteration 0F: 3 clusters Score -98956.47 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -99772.726562 Penalty: 736.421631 Iteration 1F: 3 clusters Score -99772.73 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -99891.640625 Penalty: 736.421631 Iteration 2F: 3 clusters Score -99891.64 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -100039.796875 Penalty: 736.421631 Iteration 3F: 3 clusters Score -100039.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -100205.257812 Penalty: 736.421631 Iteration 4F: 3 clusters Score -100205.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -100384.968750 Penalty: 736.421631 Iteration 5F: 3 clusters Score -100385 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -100635.031250 Penalty: 736.421631 Iteration 6F: 3 clusters Score -100635 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -100977.546875 Penalty: 736.421631 Iteration 7F: 3 clusters Score -100977.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -101308.273438 Penalty: 736.421631 Iteration 8F: 3 clusters Score -101308.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -101562.906250 Penalty: 736.421631 Iteration 9Q: 3 clusters Score -101562.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -101790.835938 Penalty: 736.421631 Iteration 10Q: 3 clusters Score -101790.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -101975.750000 Penalty: 736.421631 Iteration 11Q: 3 clusters Score -101975.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -102100.007812 Penalty: 736.421631 Iteration 12Q: 3 clusters Score -102100 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -102134.656250 Penalty: 736.421631 Iteration 13Q: 3 clusters Score -102134.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -102137.195312 Penalty: 736.421631 Iteration 14Q: 3 clusters Score -102137.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -102139.890625 Penalty: 736.421631 Iteration 15Q: 3 clusters Score -102139.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -102145.328125 Penalty: 736.421631 Iteration 16Q: 3 clusters Score -102145.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -102148.179688 Penalty: 736.421631 Iteration 17Q: 3 clusters Score -102148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -102149.812500 Penalty: 736.421631 Iteration 18Q: 3 clusters Score -102149.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -102151.078125 Penalty: 736.421631 Iteration 19Q: 3 clusters Score -102151.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -102152.992188 Penalty: 736.421631 Iteration 20F: 3 clusters Score -102153 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -102155.804688 Penalty: 736.421631 Iteration 21Q: 3 clusters Score -102155.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -102156.898438 Penalty: 736.421631 Iteration 22Q: 3 clusters Score -102156.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -102157.890625 Penalty: 736.421631 Iteration 23Q: 3 clusters Score -102157.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -102158.523438 Penalty: 736.421631 Iteration 24Q: 3 clusters Score -102158.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -102158.734375 Penalty: 736.421631 Iteration 25Q: 3 clusters Score -102158.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -102158.734375 Penalty: 736.421631 Iteration 26F: 3 clusters Score -102158.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42755 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5890 members Mstep: Class 9 contains 2237 members Mstep: Class 11 contains 1611 members Mstep: Class 12 contains 8579 members Mstep: Class 14 contains 804 members Mstep: Class 15 contains 1134 members Mstep: Class 17 contains 3179 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep Score: -3234939.500000 Penalty: 6773.717285 Splitting cluster 11 changes total score from -3234142.250000 to -3234939.500000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 12 (8579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Entering Unmasked Estep Score: -301195.656250 Penalty: 412.096802 Iteration 0F: 2 clusters Score -301195.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -295574.250000 Penalty: 824.193604 Iteration 0F: 3 clusters Score -295574.2 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -297792.187500 Penalty: 824.193604 Iteration 1F: 3 clusters Score -297792.2 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -297943.875000 Penalty: 824.193604 Iteration 2F: 3 clusters Score -297943.9 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -298098.562500 Penalty: 824.193604 Iteration 3F: 3 clusters Score -298098.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -298283.687500 Penalty: 824.193604 Iteration 4Q: 3 clusters Score -298283.7 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -298525.093750 Penalty: 824.193604 Iteration 5F: 3 clusters Score -298525.1 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -298856.093750 Penalty: 824.193604 Iteration 6F: 3 clusters Score -298856.1 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -299289.187500 Penalty: 824.193604 Iteration 7F: 3 clusters Score -299289.2 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -299719.656250 Penalty: 824.193604 Iteration 8F: 3 clusters Score -299719.7 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -300038.062500 Penalty: 824.193604 Iteration 9Q: 3 clusters Score -300038.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -300256.968750 Penalty: 824.193604 Iteration 10Q: 3 clusters Score -300257 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -300440.468750 Penalty: 824.193604 Iteration 11Q: 3 clusters Score -300440.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -300582.500000 Penalty: 824.193604 Iteration 12Q: 3 clusters Score -300582.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -300687.625000 Penalty: 824.193604 Iteration 13Q: 3 clusters Score -300687.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -300763.000000 Penalty: 824.193604 Iteration 14Q: 3 clusters Score -300763 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -300813.968750 Penalty: 824.193604 Iteration 15Q: 3 clusters Score -300814 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -300849.468750 Penalty: 824.193604 Iteration 16Q: 3 clusters Score -300849.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -300862.531250 Penalty: 824.193604 Iteration 17Q: 3 clusters Score -300862.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -300869.531250 Penalty: 824.193604 Iteration 18Q: 3 clusters Score -300869.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -300873.781250 Penalty: 824.193604 Iteration 19Q: 3 clusters Score -300873.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -300874.031250 Penalty: 824.193604 Iteration 20F: 3 clusters Score -300874 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -16740.185547 Penalty: 304.376770 Iteration 0F: 2 clusters Score -16740.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -16127.063477 Penalty: 608.753540 Iteration 0F: 3 clusters Score -16127.06 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -16420.718750 Penalty: 608.753540 Iteration 1F: 3 clusters Score -16420.72 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -16528.996094 Penalty: 608.753540 Iteration 2F: 3 clusters Score -16529 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -16593.296875 Penalty: 608.753540 Iteration 3F: 3 clusters Score -16593.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -16660.488281 Penalty: 608.753540 Iteration 4F: 3 clusters Score -16660.49 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -16728.671875 Penalty: 608.753540 Iteration 5Q: 3 clusters Score -16728.67 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -16767.634766 Penalty: 608.753540 Iteration 6Q: 3 clusters Score -16767.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -16784.978516 Penalty: 608.753540 Iteration 7Q: 3 clusters Score -16784.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -16791.962891 Penalty: 608.753540 Iteration 8Q: 3 clusters Score -16791.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -16796.109375 Penalty: 608.753540 Iteration 9Q: 3 clusters Score -16796.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -16796.595703 Penalty: 608.753540 Iteration 10Q: 3 clusters Score -16796.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -16797.210938 Penalty: 608.753540 Iteration 11Q: 3 clusters Score -16797.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -16797.210938 Penalty: 608.753540 Iteration 12F: 3 clusters Score -16797.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42755 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 680 members Mstep: Class 7 contains 5890 members Mstep: Class 9 contains 2237 members Mstep: Class 11 contains 1611 members Mstep: Class 12 contains 8579 members Mstep: Class 14 contains 124 members Mstep: Class 15 contains 1134 members Mstep: Class 17 contains 3179 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep Score: -3234780.250000 Penalty: 7294.772461 Splitting cluster 14 changes total score from -3234142.250000 to -3234780.250000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 15 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -37161.367188 Penalty: 320.024536 Iteration 0F: 2 clusters Score -37161.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -36272.445312 Penalty: 640.049072 Iteration 0F: 3 clusters Score -36272.45 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -36542.042969 Penalty: 640.049072 Iteration 1F: 3 clusters Score -36542.04 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -36602.300781 Penalty: 640.049072 Iteration 2F: 3 clusters Score -36602.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -36662.492188 Penalty: 640.049072 Iteration 3F: 3 clusters Score -36662.49 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -36719.554688 Penalty: 640.049072 Iteration 4F: 3 clusters Score -36719.55 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -36774.570312 Penalty: 640.049072 Iteration 5F: 3 clusters Score -36774.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -36813.054688 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -36813.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -36834.453125 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -36834.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -36847.273438 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -36847.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -36869.812500 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -36869.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -36878.996094 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -36879 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -36884.281250 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -36884.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -36889.441406 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -36889.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -36892.640625 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -36892.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -36895.859375 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -36895.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -36896.121094 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -36896.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -36896.769531 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -36896.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -36898.019531 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -36898.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -36899.531250 Penalty: 640.049072 Iteration 18Q: 3 clusters Score -36899.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -36899.531250 Penalty: 640.049072 Iteration 19F: 3 clusters Score -36899.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Entering Unmasked Estep Score: -96862.554688 Penalty: 366.926636 Iteration 0F: 2 clusters Score -96862.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -94641.601562 Penalty: 733.853271 Iteration 0F: 3 clusters Score -94641.6 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -95557.304688 Penalty: 733.853271 Iteration 1F: 3 clusters Score -95557.3 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -95801.289062 Penalty: 733.853271 Iteration 2F: 3 clusters Score -95801.29 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -95977.289062 Penalty: 733.853271 Iteration 3F: 3 clusters Score -95977.29 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -96140.046875 Penalty: 733.853271 Iteration 4F: 3 clusters Score -96140.05 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -96269.031250 Penalty: 733.853271 Iteration 5F: 3 clusters Score -96269.03 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -96349.273438 Penalty: 733.853271 Iteration 6Q: 3 clusters Score -96349.27 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -96393.648438 Penalty: 733.853271 Iteration 7Q: 3 clusters Score -96393.65 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -96425.328125 Penalty: 733.853271 Iteration 8Q: 3 clusters Score -96425.33 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -96453.437500 Penalty: 733.853271 Iteration 9Q: 3 clusters Score -96453.44 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -96485.289062 Penalty: 733.853271 Iteration 10Q: 3 clusters Score -96485.29 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -96512.351562 Penalty: 733.853271 Iteration 11Q: 3 clusters Score -96512.35 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -96534.742188 Penalty: 733.853271 Iteration 12Q: 3 clusters Score -96534.74 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -96557.085938 Penalty: 733.853271 Iteration 13Q: 3 clusters Score -96557.09 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -96575.156250 Penalty: 733.853271 Iteration 14Q: 3 clusters Score -96575.16 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -96593.898438 Penalty: 733.853271 Iteration 15Q: 3 clusters Score -96593.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -96608.796875 Penalty: 733.853271 Iteration 16Q: 3 clusters Score -96608.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -96620.554688 Penalty: 733.853271 Iteration 17Q: 3 clusters Score -96620.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -96629.960938 Penalty: 733.853271 Iteration 18Q: 3 clusters Score -96629.96 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -96638.421875 Penalty: 733.853271 Iteration 19Q: 3 clusters Score -96638.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -96643.695312 Penalty: 733.853271 Iteration 20F: 3 clusters Score -96643.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -96647.312500 Penalty: 733.853271 Iteration 21Q: 3 clusters Score -96647.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -96649.203125 Penalty: 733.853271 Iteration 22Q: 3 clusters Score -96649.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -96650.007812 Penalty: 733.853271 Iteration 23Q: 3 clusters Score -96650.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -96650.546875 Penalty: 733.853271 Iteration 24Q: 3 clusters Score -96650.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -96651.921875 Penalty: 733.853271 Iteration 25Q: 3 clusters Score -96651.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -96654.171875 Penalty: 733.853271 Iteration 26Q: 3 clusters Score -96654.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -96655.140625 Penalty: 733.853271 Iteration 27Q: 3 clusters Score -96655.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -96656.078125 Penalty: 733.853271 Iteration 28Q: 3 clusters Score -96656.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -96657.000000 Penalty: 733.853271 Iteration 29Q: 3 clusters Score -96657 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -96659.718750 Penalty: 733.853271 Iteration 30Q: 3 clusters Score -96659.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -96661.476562 Penalty: 733.853271 Iteration 31Q: 3 clusters Score -96661.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -96663.882812 Penalty: 733.853271 Iteration 32Q: 3 clusters Score -96663.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -96665.531250 Penalty: 733.853271 Iteration 33Q: 3 clusters Score -96665.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -96667.968750 Penalty: 733.853271 Iteration 34Q: 3 clusters Score -96667.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -96670.695312 Penalty: 733.853271 Iteration 35Q: 3 clusters Score -96670.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -96672.281250 Penalty: 733.853271 Iteration 36Q: 3 clusters Score -96672.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -96672.796875 Penalty: 733.853271 Iteration 37Q: 3 clusters Score -96672.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -96672.796875 Penalty: 733.853271 Iteration 38F: 3 clusters Score -96672.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (22909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22909 members Entering Unmasked Estep Score: -856777.687500 Penalty: 456.787445 Iteration 0F: 2 clusters Score -856777.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -841463.625000 Penalty: 913.574890 Iteration 0F: 3 clusters Score -841463.6 nChanged 10866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -847990.250000 Penalty: 913.574890 Iteration 1F: 3 clusters Score -847990.2 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -848751.687500 Penalty: 913.574890 Iteration 2F: 3 clusters Score -848751.7 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 15073 members Entering Unmasked Estep Score: -849915.812500 Penalty: 913.574890 Iteration 3F: 3 clusters Score -849915.8 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -851192.937500 Penalty: 913.574890 Iteration 4F: 3 clusters Score -851192.9 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 17341 members Entering Unmasked Estep Score: -852475.375000 Penalty: 913.574890 Iteration 5F: 3 clusters Score -852475.4 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 18261 members Entering Unmasked Estep Score: -853480.875000 Penalty: 913.574890 Iteration 6F: 3 clusters Score -853480.9 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 18996 members Entering Unmasked Estep Score: -854165.937500 Penalty: 913.574890 Iteration 7Q: 3 clusters Score -854165.9 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -854619.187500 Penalty: 913.574890 Iteration 8Q: 3 clusters Score -854619.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 20183 members Entering Unmasked Estep Score: -854927.125000 Penalty: 913.574890 Iteration 9Q: 3 clusters Score -854927.1 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -855221.500000 Penalty: 913.574890 Iteration 10Q: 3 clusters Score -855221.5 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -855529.187500 Penalty: 913.574890 Iteration 11Q: 3 clusters Score -855529.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 21598 members Entering Unmasked Estep Score: -855781.000000 Penalty: 913.574890 Iteration 12Q: 3 clusters Score -855781 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 21914 members Entering Unmasked Estep Score: -855983.937500 Penalty: 913.574890 Iteration 13Q: 3 clusters Score -855983.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 22135 members Entering Unmasked Estep Score: -856118.312500 Penalty: 913.574890 Iteration 14Q: 3 clusters Score -856118.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 22288 members Entering Unmasked Estep Score: -856220.562500 Penalty: 913.574890 Iteration 15Q: 3 clusters Score -856220.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -856277.000000 Penalty: 913.574890 Iteration 16Q: 3 clusters Score -856277 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 22467 members Entering Unmasked Estep Score: -856316.562500 Penalty: 913.574890 Iteration 17Q: 3 clusters Score -856316.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 22526 members Entering Unmasked Estep Score: -856345.812500 Penalty: 913.574890 Iteration 18Q: 3 clusters Score -856345.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 22555 members Entering Unmasked Estep Score: -856355.062500 Penalty: 913.574890 Iteration 19Q: 3 clusters Score -856355.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 22572 members Entering Unmasked Estep Score: -856360.875000 Penalty: 913.574890 Iteration 20F: 3 clusters Score -856360.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -856369.312500 Penalty: 913.574890 Iteration 21Q: 3 clusters Score -856369.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 22609 members Entering Unmasked Estep Score: -856373.562500 Penalty: 913.574890 Iteration 22Q: 3 clusters Score -856373.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 22629 members Entering Unmasked Estep Score: -856379.812500 Penalty: 913.574890 Iteration 23Q: 3 clusters Score -856379.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 22645 members Entering Unmasked Estep Score: -856384.687500 Penalty: 913.574890 Iteration 24Q: 3 clusters Score -856384.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 22653 members Entering Unmasked Estep Score: -856387.312500 Penalty: 913.574890 Iteration 25Q: 3 clusters Score -856387.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 22658 members Entering Unmasked Estep Score: -856388.375000 Penalty: 913.574890 Iteration 26Q: 3 clusters Score -856388.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 22661 members Entering Unmasked Estep Score: -856389.250000 Penalty: 913.574890 Iteration 27Q: 3 clusters Score -856389.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 22664 members Entering Unmasked Estep Score: -856390.312500 Penalty: 913.574890 Iteration 28Q: 3 clusters Score -856390.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 22666 members Entering Unmasked Estep Score: -856390.562500 Penalty: 913.574890 Iteration 29Q: 3 clusters Score -856390.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 22667 members Entering Unmasked Estep Score: -856390.562500 Penalty: 913.574890 Iteration 30Q: 3 clusters Score -856390.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 22667 members Entering Unmasked Estep Score: -856390.562500 Penalty: 913.574890 Iteration 31F: 3 clusters Score -856390.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42755 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 823 members Mstep: Class 7 contains 5890 members Mstep: Class 9 contains 2237 members Mstep: Class 11 contains 1611 members Mstep: Class 12 contains 8579 members Mstep: Class 14 contains 124 members Mstep: Class 15 contains 1134 members Mstep: Class 17 contains 3179 members Mstep: Class 18 contains 22909 members Entering Unmasked Estep ConsiderDeletion Score: -3235082.250000 Penalty: 7294.772461 Iteration 79Q: 15 clusters Score -3235082 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 42773 members Mstep: Class 3 contains 1754 members Mstep: Class 4 contains 923 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 673 members Mstep: Class 7 contains 5957 members Mstep: Class 9 contains 2277 members Mstep: Class 11 contains 1445 members Mstep: Class 12 contains 8593 members Mstep: Class 14 contains 130 members Mstep: Class 15 contains 1151 members Mstep: Class 17 contains 3200 members Mstep: Class 18 contains 22801 members Entering Unmasked Estep ConsiderDeletion Score: -3235593.500000 Penalty: 7294.772461 Iteration 80F: 15 clusters Score -3235594 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 42747 members Mstep: Class 3 contains 2002 members Mstep: Class 4 contains 922 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 728 members Mstep: Class 7 contains 6015 members Mstep: Class 9 contains 2346 members Mstep: Class 11 contains 1327 members Mstep: Class 12 contains 8585 members Mstep: Class 14 contains 138 members Mstep: Class 15 contains 1183 members Mstep: Class 17 contains 3153 members Mstep: Class 18 contains 22543 members Entering Unmasked Estep ConsiderDeletion Score: -3235942.500000 Penalty: 7294.772461 Iteration 81Q: 15 clusters Score -3235942 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42705 members Mstep: Class 3 contains 2185 members Mstep: Class 4 contains 932 members Mstep: Class 5 contains 821 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 6066 members Mstep: Class 9 contains 2409 members Mstep: Class 11 contains 1211 members Mstep: Class 12 contains 8579 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 1212 members Mstep: Class 17 contains 3154 members Mstep: Class 18 contains 22350 members Entering Unmasked Estep ConsiderDeletion Score: -3236188.000000 Penalty: 7294.772461 Iteration 82Q: 15 clusters Score -3236188 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42654 members Mstep: Class 3 contains 2348 members Mstep: Class 4 contains 940 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 765 members Mstep: Class 7 contains 6119 members Mstep: Class 9 contains 2458 members Mstep: Class 11 contains 1131 members Mstep: Class 12 contains 8562 members Mstep: Class 14 contains 143 members Mstep: Class 15 contains 1245 members Mstep: Class 17 contains 3162 members Mstep: Class 18 contains 22167 members Entering Unmasked Estep ConsiderDeletion Score: -3236381.750000 Penalty: 7294.772461 Iteration 83Q: 15 clusters Score -3236382 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 42612 members Mstep: Class 3 contains 2478 members Mstep: Class 4 contains 954 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 778 members Mstep: Class 7 contains 6180 members Mstep: Class 9 contains 2506 members Mstep: Class 11 contains 1060 members Mstep: Class 12 contains 8524 members Mstep: Class 14 contains 144 members Mstep: Class 15 contains 1274 members Mstep: Class 17 contains 3167 members Mstep: Class 18 contains 22016 members Entering Unmasked Estep ConsiderDeletion Score: -3236557.250000 Penalty: 7294.772461 Iteration 84Q: 15 clusters Score -3236557 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 42581 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 964 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 6235 members Mstep: Class 9 contains 2542 members Mstep: Class 11 contains 1005 members Mstep: Class 12 contains 8484 members Mstep: Class 14 contains 148 members Mstep: Class 15 contains 1303 members Mstep: Class 17 contains 3169 members Mstep: Class 18 contains 21864 members Entering Unmasked Estep ConsiderDeletion Score: -3236691.250000 Penalty: 7294.772461 Iteration 85Q: 15 clusters Score -3236691 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42546 members Mstep: Class 3 contains 2737 members Mstep: Class 4 contains 981 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 6281 members Mstep: Class 9 contains 2561 members Mstep: Class 11 contains 961 members Mstep: Class 12 contains 8462 members Mstep: Class 14 contains 152 members Mstep: Class 15 contains 1328 members Mstep: Class 17 contains 3161 members Mstep: Class 18 contains 21726 members Entering Unmasked Estep ConsiderDeletion Score: -3236821.000000 Penalty: 7294.772461 Iteration 86Q: 15 clusters Score -3236821 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42503 members Mstep: Class 3 contains 2829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 808 members Mstep: Class 7 contains 6332 members Mstep: Class 9 contains 2587 members Mstep: Class 11 contains 923 members Mstep: Class 12 contains 8429 members Mstep: Class 14 contains 158 members Mstep: Class 15 contains 1350 members Mstep: Class 17 contains 3154 members Mstep: Class 18 contains 21618 members Entering Unmasked Estep ConsiderDeletion Score: -3236925.500000 Penalty: 7294.772461 Iteration 87Q: 15 clusters Score -3236926 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42468 members Mstep: Class 3 contains 2918 members Mstep: Class 4 contains 1016 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 826 members Mstep: Class 7 contains 6379 members Mstep: Class 9 contains 2604 members Mstep: Class 11 contains 902 members Mstep: Class 12 contains 8396 members Mstep: Class 14 contains 163 members Mstep: Class 15 contains 1366 members Mstep: Class 17 contains 3140 members Mstep: Class 18 contains 21518 members Entering Unmasked Estep ConsiderDeletion Score: -3236981.500000 Penalty: 7294.772461 Iteration 88Q: 15 clusters Score -3236982 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 42439 members Mstep: Class 3 contains 2990 members Mstep: Class 4 contains 1024 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 835 members Mstep: Class 7 contains 6420 members Mstep: Class 9 contains 2625 members Mstep: Class 11 contains 886 members Mstep: Class 12 contains 8367 members Mstep: Class 14 contains 166 members Mstep: Class 15 contains 1373 members Mstep: Class 17 contains 3136 members Mstep: Class 18 contains 21437 members Entering Unmasked Estep ConsiderDeletion Score: -3237018.500000 Penalty: 7294.772461 Iteration 89Q: 15 clusters Score -3237018 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 42416 members Mstep: Class 3 contains 3053 members Mstep: Class 4 contains 1039 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 850 members Mstep: Class 7 contains 6467 members Mstep: Class 9 contains 2634 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 8328 members Mstep: Class 14 contains 168 members Mstep: Class 15 contains 1380 members Mstep: Class 17 contains 3124 members Mstep: Class 18 contains 21363 members Entering Unmasked Estep ConsiderDeletion Score: -3237035.000000 Penalty: 7294.772461 Iteration 90Q: 15 clusters Score -3237035 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 42396 members Mstep: Class 3 contains 3106 members Mstep: Class 4 contains 1048 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 867 members Mstep: Class 7 contains 6512 members Mstep: Class 9 contains 2649 members Mstep: Class 11 contains 862 members Mstep: Class 12 contains 8289 members Mstep: Class 14 contains 169 members Mstep: Class 15 contains 1386 members Mstep: Class 17 contains 3112 members Mstep: Class 18 contains 21301 members Entering Unmasked Estep ConsiderDeletion Score: -3237062.000000 Penalty: 7294.772461 Iteration 91Q: 15 clusters Score -3237062 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 42372 members Mstep: Class 3 contains 3156 members Mstep: Class 4 contains 1060 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 6545 members Mstep: Class 9 contains 2664 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 8264 members Mstep: Class 14 contains 171 members Mstep: Class 15 contains 1386 members Mstep: Class 17 contains 3108 members Mstep: Class 18 contains 21243 members Entering Unmasked Estep ConsiderDeletion Score: -3237087.750000 Penalty: 7294.772461 Iteration 92Q: 15 clusters Score -3237088 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42351 members Mstep: Class 3 contains 3193 members Mstep: Class 4 contains 1069 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 893 members Mstep: Class 7 contains 6574 members Mstep: Class 9 contains 2674 members Mstep: Class 11 contains 841 members Mstep: Class 12 contains 8238 members Mstep: Class 14 contains 171 members Mstep: Class 15 contains 1388 members Mstep: Class 17 contains 3104 members Mstep: Class 18 contains 21197 members Entering Unmasked Estep ConsiderDeletion Score: -3237094.750000 Penalty: 7294.772461 Iteration 93Q: 15 clusters Score -3237095 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42333 members Mstep: Class 3 contains 3226 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 901 members Mstep: Class 7 contains 6602 members Mstep: Class 9 contains 2681 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 8222 members Mstep: Class 14 contains 171 members Mstep: Class 15 contains 1389 members Mstep: Class 17 contains 3095 members Mstep: Class 18 contains 21162 members Entering Unmasked Estep ConsiderDeletion Score: -3237119.250000 Penalty: 7294.772461 Iteration 94Q: 15 clusters Score -3237119 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42313 members Mstep: Class 3 contains 3244 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 907 members Mstep: Class 7 contains 6629 members Mstep: Class 9 contains 2678 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 8207 members Mstep: Class 14 contains 176 members Mstep: Class 15 contains 1393 members Mstep: Class 17 contains 3092 members Mstep: Class 18 contains 21143 members Entering Unmasked Estep ConsiderDeletion Score: -3237125.500000 Penalty: 7294.772461 Iteration 95Q: 15 clusters Score -3237126 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42292 members Mstep: Class 3 contains 3261 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 918 members Mstep: Class 7 contains 6658 members Mstep: Class 9 contains 2675 members Mstep: Class 11 contains 836 members Mstep: Class 12 contains 8192 members Mstep: Class 14 contains 176 members Mstep: Class 15 contains 1400 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 21126 members Entering Unmasked Estep ConsiderDeletion Score: -3237134.250000 Penalty: 7294.772461 Iteration 96Q: 15 clusters Score -3237134 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 42276 members Mstep: Class 3 contains 3271 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 924 members Mstep: Class 7 contains 6684 members Mstep: Class 9 contains 2670 members Mstep: Class 11 contains 834 members Mstep: Class 12 contains 8177 members Mstep: Class 14 contains 177 members Mstep: Class 15 contains 1404 members Mstep: Class 17 contains 3087 members Mstep: Class 18 contains 21113 members Entering Unmasked Estep ConsiderDeletion Score: -3237130.500000 Penalty: 7294.772461 Iteration 97Q: 15 clusters Score -3237130 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 42264 members Mstep: Class 3 contains 3277 members Mstep: Class 4 contains 1077 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 928 members Mstep: Class 7 contains 6702 members Mstep: Class 9 contains 2671 members Mstep: Class 11 contains 826 members Mstep: Class 12 contains 8167 members Mstep: Class 14 contains 177 members Mstep: Class 15 contains 1409 members Mstep: Class 17 contains 3088 members Mstep: Class 18 contains 21105 members Entering Unmasked Estep ConsiderDeletion Score: -3237141.500000 Penalty: 7294.772461 Iteration 98Q: 15 clusters Score -3237142 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42258 members Mstep: Class 3 contains 3283 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 6721 members Mstep: Class 9 contains 2674 members Mstep: Class 11 contains 823 members Mstep: Class 12 contains 8153 members Mstep: Class 14 contains 177 members Mstep: Class 15 contains 1411 members Mstep: Class 17 contains 3085 members Mstep: Class 18 contains 21096 members Entering Unmasked Estep ConsiderDeletion Score: -3237133.500000 Penalty: 7294.772461 Iteration 99Q: 15 clusters Score -3237134 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42257 members Mstep: Class 3 contains 3290 members Mstep: Class 4 contains 1077 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 937 members Mstep: Class 7 contains 6735 members Mstep: Class 9 contains 2674 members Mstep: Class 11 contains 822 members Mstep: Class 12 contains 8136 members Mstep: Class 14 contains 177 members Mstep: Class 15 contains 1413 members Mstep: Class 17 contains 3081 members Mstep: Class 18 contains 21089 members Entering Unmasked Estep ConsiderDeletion Score: -3237154.000000 Penalty: 7294.772461 Iteration 100F: 15 clusters Score -3237154 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42258 members Mstep: Class 3 contains 3291 members Mstep: Class 4 contains 1078 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 937 members Mstep: Class 7 contains 6750 members Mstep: Class 9 contains 2672 members Mstep: Class 11 contains 820 members Mstep: Class 12 contains 8122 members Mstep: Class 14 contains 182 members Mstep: Class 15 contains 1416 members Mstep: Class 17 contains 3078 members Mstep: Class 18 contains 21087 members Entering Unmasked Estep ConsiderDeletion Score: -3237164.250000 Penalty: 7294.772461 Iteration 101Q: 15 clusters Score -3237164 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42261 members Mstep: Class 3 contains 3293 members Mstep: Class 4 contains 1079 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 939 members Mstep: Class 7 contains 6766 members Mstep: Class 9 contains 2667 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 8107 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 1419 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 21085 members Entering Unmasked Estep ConsiderDeletion Score: -3237182.250000 Penalty: 7294.772461 Iteration 102Q: 15 clusters Score -3237182 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 42261 members Mstep: Class 3 contains 3296 members Mstep: Class 4 contains 1080 members Mstep: Class 5 contains 826 members Mstep: Class 6 contains 940 members Mstep: Class 7 contains 6787 members Mstep: Class 9 contains 2662 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 8090 members Mstep: Class 14 contains 188 members Mstep: Class 15 contains 1424 members Mstep: Class 17 contains 3070 members Mstep: Class 18 contains 21082 members Entering Unmasked Estep ConsiderDeletion Score: -3237199.250000 Penalty: 7294.772461 Iteration 103Q: 15 clusters Score -3237199 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42261 members Mstep: Class 3 contains 3300 members Mstep: Class 4 contains 1081 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 943 members Mstep: Class 7 contains 6809 members Mstep: Class 9 contains 2657 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 8067 members Mstep: Class 14 contains 188 members Mstep: Class 15 contains 1430 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 21077 members Entering Unmasked Estep ConsiderDeletion Score: -3237204.750000 Penalty: 7294.772461 Iteration 104Q: 15 clusters Score -3237205 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42258 members Mstep: Class 3 contains 3303 members Mstep: Class 4 contains 1081 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 948 members Mstep: Class 7 contains 6839 members Mstep: Class 9 contains 2648 members Mstep: Class 11 contains 809 members Mstep: Class 12 contains 8040 members Mstep: Class 14 contains 189 members Mstep: Class 15 contains 1438 members Mstep: Class 17 contains 3063 members Mstep: Class 18 contains 21074 members Entering Unmasked Estep ConsiderDeletion Score: -3237222.250000 Penalty: 7294.772461 Iteration 105Q: 15 clusters Score -3237222 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42258 members Mstep: Class 3 contains 3306 members Mstep: Class 4 contains 1079 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 953 members Mstep: Class 7 contains 6865 members Mstep: Class 9 contains 2647 members Mstep: Class 11 contains 807 members Mstep: Class 12 contains 8012 members Mstep: Class 14 contains 189 members Mstep: Class 15 contains 1445 members Mstep: Class 17 contains 3058 members Mstep: Class 18 contains 21071 members Entering Unmasked Estep ConsiderDeletion Score: -3237221.500000 Penalty: 7294.772461 Iteration 106Q: 15 clusters Score -3237222 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42261 members Mstep: Class 3 contains 3311 members Mstep: Class 4 contains 1078 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 959 members Mstep: Class 7 contains 6880 members Mstep: Class 9 contains 2648 members Mstep: Class 11 contains 806 members Mstep: Class 12 contains 7990 members Mstep: Class 14 contains 189 members Mstep: Class 15 contains 1449 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 21066 members Entering Unmasked Estep ConsiderDeletion Score: -3237230.000000 Penalty: 7294.772461 Iteration 107Q: 15 clusters Score -3237230 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42257 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 964 members Mstep: Class 7 contains 6898 members Mstep: Class 9 contains 2646 members Mstep: Class 11 contains 804 members Mstep: Class 12 contains 7976 members Mstep: Class 14 contains 190 members Mstep: Class 15 contains 1453 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237225.250000 Penalty: 7294.772461 Iteration 108Q: 15 clusters Score -3237225 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42256 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 968 members Mstep: Class 7 contains 6916 members Mstep: Class 9 contains 2644 members Mstep: Class 11 contains 803 members Mstep: Class 12 contains 7962 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1455 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237228.000000 Penalty: 7294.772461 Iteration 109Q: 15 clusters Score -3237228 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42254 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 6927 members Mstep: Class 9 contains 2643 members Mstep: Class 11 contains 801 members Mstep: Class 12 contains 7950 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1457 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237227.000000 Penalty: 7294.772461 Iteration 110Q: 15 clusters Score -3237227 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42255 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 6944 members Mstep: Class 9 contains 2641 members Mstep: Class 11 contains 798 members Mstep: Class 12 contains 7933 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1460 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237231.000000 Penalty: 7294.772461 Iteration 111Q: 15 clusters Score -3237231 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42253 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 6963 members Mstep: Class 9 contains 2638 members Mstep: Class 11 contains 795 members Mstep: Class 12 contains 7917 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1463 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237247.250000 Penalty: 7294.772461 Iteration 112Q: 15 clusters Score -3237247 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42257 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1073 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 6977 members Mstep: Class 9 contains 2639 members Mstep: Class 11 contains 793 members Mstep: Class 12 contains 7898 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1466 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237241.750000 Penalty: 7294.772461 Iteration 113Q: 15 clusters Score -3237242 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42255 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1073 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 6997 members Mstep: Class 9 contains 2642 members Mstep: Class 11 contains 790 members Mstep: Class 12 contains 7878 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1468 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237234.000000 Penalty: 7294.772461 Iteration 114Q: 15 clusters Score -3237234 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42254 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 828 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7012 members Mstep: Class 9 contains 2642 members Mstep: Class 11 contains 788 members Mstep: Class 12 contains 7862 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1471 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237242.250000 Penalty: 7294.772461 Iteration 115Q: 15 clusters Score -3237242 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42253 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1070 members Mstep: Class 5 contains 829 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7021 members Mstep: Class 9 contains 2646 members Mstep: Class 11 contains 785 members Mstep: Class 12 contains 7850 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237250.500000 Penalty: 7294.772461 Iteration 116Q: 15 clusters Score -3237250 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42249 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7033 members Mstep: Class 9 contains 2648 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7839 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237248.500000 Penalty: 7294.772461 Iteration 117Q: 15 clusters Score -3237248 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42248 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7044 members Mstep: Class 9 contains 2651 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7826 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237246.000000 Penalty: 7294.772461 Iteration 118Q: 15 clusters Score -3237246 nChanged 16 Entering ConstructFrom: Score: -3237246.000000 Penalty: 7294.772461 Entering ConstructFrom: Trying to split cluster 1 (1545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Entering Unmasked Estep Score: -48640.960938 Penalty: 334.096466 Iteration 0F: 2 clusters Score -48640.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -47472.812500 Penalty: 668.192932 Iteration 0F: 3 clusters Score -47472.81 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -47914.332031 Penalty: 668.192932 Iteration 1F: 3 clusters Score -47914.33 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -48068.562500 Penalty: 668.192932 Iteration 2F: 3 clusters Score -48068.56 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -48197.679688 Penalty: 668.192932 Iteration 3F: 3 clusters Score -48197.68 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48285.898438 Penalty: 668.192932 Iteration 4F: 3 clusters Score -48285.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48346.761719 Penalty: 668.192932 Iteration 5Q: 3 clusters Score -48346.76 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -48374.777344 Penalty: 668.192932 Iteration 6Q: 3 clusters Score -48374.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -48395.023438 Penalty: 668.192932 Iteration 7Q: 3 clusters Score -48395.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -48414.109375 Penalty: 668.192932 Iteration 8Q: 3 clusters Score -48414.11 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -48434.574219 Penalty: 668.192932 Iteration 9Q: 3 clusters Score -48434.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -48453.105469 Penalty: 668.192932 Iteration 10Q: 3 clusters Score -48453.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -48466.183594 Penalty: 668.192932 Iteration 11Q: 3 clusters Score -48466.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -48475.722656 Penalty: 668.192932 Iteration 12Q: 3 clusters Score -48475.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -48483.644531 Penalty: 668.192932 Iteration 13Q: 3 clusters Score -48483.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -48491.339844 Penalty: 668.192932 Iteration 14Q: 3 clusters Score -48491.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -48501.097656 Penalty: 668.192932 Iteration 15Q: 3 clusters Score -48501.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -48504.390625 Penalty: 668.192932 Iteration 16Q: 3 clusters Score -48504.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -48511.617188 Penalty: 668.192932 Iteration 17Q: 3 clusters Score -48511.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -48518.343750 Penalty: 668.192932 Iteration 18Q: 3 clusters Score -48518.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -48523.226562 Penalty: 668.192932 Iteration 19Q: 3 clusters Score -48523.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -48526.558594 Penalty: 668.192932 Iteration 20F: 3 clusters Score -48526.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -48528.191406 Penalty: 668.192932 Iteration 21Q: 3 clusters Score -48528.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -48530.511719 Penalty: 668.192932 Iteration 22Q: 3 clusters Score -48530.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -48531.425781 Penalty: 668.192932 Iteration 23Q: 3 clusters Score -48531.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -48531.972656 Penalty: 668.192932 Iteration 24Q: 3 clusters Score -48531.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -48532.441406 Penalty: 668.192932 Iteration 25Q: 3 clusters Score -48532.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -48532.726562 Penalty: 668.192932 Iteration 26Q: 3 clusters Score -48532.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -48532.718750 Penalty: 668.192932 Iteration 27Q: 3 clusters Score -48532.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -48532.718750 Penalty: 668.192932 Iteration 28F: 3 clusters Score -48532.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (42245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42245 members Entering Unmasked Estep Score: -1583417.750000 Penalty: 484.631470 Iteration 0F: 2 clusters Score -1583418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21037 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -1555132.375000 Penalty: 969.262939 Iteration 0F: 3 clusters Score -1555132 nChanged 20417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19316 members Mstep: Class 2 contains 22929 members Entering Unmasked Estep Score: -1567578.375000 Penalty: 969.262939 Iteration 1F: 3 clusters Score -1567578 nChanged 2273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17963 members Mstep: Class 2 contains 24282 members Entering Unmasked Estep Score: -1568659.000000 Penalty: 969.262939 Iteration 2F: 3 clusters Score -1568659 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 26176 members Entering Unmasked Estep Score: -1570149.375000 Penalty: 969.262939 Iteration 3F: 3 clusters Score -1570149 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13648 members Mstep: Class 2 contains 28597 members Entering Unmasked Estep Score: -1572007.250000 Penalty: 969.262939 Iteration 4F: 3 clusters Score -1572007 nChanged 2990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 31317 members Entering Unmasked Estep Score: -1574050.500000 Penalty: 969.262939 Iteration 5F: 3 clusters Score -1574050 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 34102 members Entering Unmasked Estep Score: -1576186.625000 Penalty: 969.262939 Iteration 6F: 3 clusters Score -1576187 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 36669 members Entering Unmasked Estep Score: -1578322.750000 Penalty: 969.262939 Iteration 7F: 3 clusters Score -1578323 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 38894 members Entering Unmasked Estep Score: -1580308.375000 Penalty: 969.262939 Iteration 8F: 3 clusters Score -1580308 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 40433 members Entering Unmasked Estep Score: -1581676.375000 Penalty: 969.262939 Iteration 9Q: 3 clusters Score -1581676 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 41283 members Entering Unmasked Estep Score: -1582367.375000 Penalty: 969.262939 Iteration 10Q: 3 clusters Score -1582367 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 41704 members Entering Unmasked Estep Score: -1582710.625000 Penalty: 969.262939 Iteration 11Q: 3 clusters Score -1582711 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 41888 members Entering Unmasked Estep Score: -1582880.875000 Penalty: 969.262939 Iteration 12Q: 3 clusters Score -1582881 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 41973 members Entering Unmasked Estep Score: -1582978.625000 Penalty: 969.262939 Iteration 13Q: 3 clusters Score -1582979 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 42006 members Entering Unmasked Estep Score: -1583013.875000 Penalty: 969.262939 Iteration 14Q: 3 clusters Score -1583014 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 42026 members Entering Unmasked Estep Score: -1583031.375000 Penalty: 969.262939 Iteration 15Q: 3 clusters Score -1583031 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 42037 members Entering Unmasked Estep Score: -1583044.125000 Penalty: 969.262939 Iteration 16Q: 3 clusters Score -1583044 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 42037 members Entering Unmasked Estep Score: -1583053.375000 Penalty: 969.262939 Iteration 17Q: 3 clusters Score -1583053 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 42037 members Entering Unmasked Estep Score: -1583054.500000 Penalty: 969.262939 Iteration 18Q: 3 clusters Score -1583054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 42040 members Entering Unmasked Estep Score: -1583055.750000 Penalty: 969.262939 Iteration 19Q: 3 clusters Score -1583056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 42041 members Entering Unmasked Estep Score: -1583057.125000 Penalty: 969.262939 Iteration 20F: 3 clusters Score -1583057 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 42040 members Entering Unmasked Estep Score: -1583067.750000 Penalty: 969.262939 Iteration 21Q: 3 clusters Score -1583068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 42038 members Entering Unmasked Estep Score: -1583071.250000 Penalty: 969.262939 Iteration 22Q: 3 clusters Score -1583071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 42035 members Entering Unmasked Estep Score: -1583072.750000 Penalty: 969.262939 Iteration 23Q: 3 clusters Score -1583073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 42033 members Entering Unmasked Estep Score: -1583073.625000 Penalty: 969.262939 Iteration 24Q: 3 clusters Score -1583074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 42032 members Entering Unmasked Estep Score: -1583074.875000 Penalty: 969.262939 Iteration 25Q: 3 clusters Score -1583075 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 42032 members Entering Unmasked Estep Score: -1583074.000000 Penalty: 969.262939 Iteration 26Q: 3 clusters Score -1583074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 42031 members Entering Unmasked Estep Score: -1583074.625000 Penalty: 969.262939 Iteration 27Q: 3 clusters Score -1583075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 42031 members Entering Unmasked Estep Score: -1583074.625000 Penalty: 969.262939 Iteration 28F: 3 clusters Score -1583075 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Entering Unmasked Estep Score: -115549.703125 Penalty: 368.818970 Iteration 0F: 2 clusters Score -115549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -113286.156250 Penalty: 737.637939 Iteration 0F: 3 clusters Score -113286.2 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -114030.054688 Penalty: 737.637939 Iteration 1F: 3 clusters Score -114030.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -114151.406250 Penalty: 737.637939 Iteration 2F: 3 clusters Score -114151.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -114287.031250 Penalty: 737.637939 Iteration 3F: 3 clusters Score -114287 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -114480.421875 Penalty: 737.637939 Iteration 4F: 3 clusters Score -114480.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -114673.132812 Penalty: 737.637939 Iteration 5F: 3 clusters Score -114673.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -114832.976562 Penalty: 737.637939 Iteration 6F: 3 clusters Score -114833 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -114940.312500 Penalty: 737.637939 Iteration 7F: 3 clusters Score -114940.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -115001.906250 Penalty: 737.637939 Iteration 8Q: 3 clusters Score -115001.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -115056.703125 Penalty: 737.637939 Iteration 9Q: 3 clusters Score -115056.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -115104.437500 Penalty: 737.637939 Iteration 10Q: 3 clusters Score -115104.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -115145.929688 Penalty: 737.637939 Iteration 11Q: 3 clusters Score -115145.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -115191.429688 Penalty: 737.637939 Iteration 12Q: 3 clusters Score -115191.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -115232.382812 Penalty: 737.637939 Iteration 13Q: 3 clusters Score -115232.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -115266.992188 Penalty: 737.637939 Iteration 14Q: 3 clusters Score -115267 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -115297.117188 Penalty: 737.637939 Iteration 15Q: 3 clusters Score -115297.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -115326.046875 Penalty: 737.637939 Iteration 16Q: 3 clusters Score -115326 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -115346.843750 Penalty: 737.637939 Iteration 17Q: 3 clusters Score -115346.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -115363.132812 Penalty: 737.637939 Iteration 18Q: 3 clusters Score -115363.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -115372.117188 Penalty: 737.637939 Iteration 19Q: 3 clusters Score -115372.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -115376.835938 Penalty: 737.637939 Iteration 20F: 3 clusters Score -115376.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -115380.851562 Penalty: 737.637939 Iteration 21Q: 3 clusters Score -115380.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -115386.375000 Penalty: 737.637939 Iteration 22Q: 3 clusters Score -115386.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -115391.523438 Penalty: 737.637939 Iteration 23Q: 3 clusters Score -115391.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -115395.234375 Penalty: 737.637939 Iteration 24Q: 3 clusters Score -115395.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -115401.734375 Penalty: 737.637939 Iteration 25Q: 3 clusters Score -115401.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -115412.468750 Penalty: 737.637939 Iteration 26Q: 3 clusters Score -115412.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -115422.828125 Penalty: 737.637939 Iteration 27Q: 3 clusters Score -115422.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -115430.437500 Penalty: 737.637939 Iteration 28Q: 3 clusters Score -115430.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -115439.015625 Penalty: 737.637939 Iteration 29Q: 3 clusters Score -115439 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -115453.054688 Penalty: 737.637939 Iteration 30Q: 3 clusters Score -115453.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -115463.992188 Penalty: 737.637939 Iteration 31Q: 3 clusters Score -115464 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -115468.984375 Penalty: 737.637939 Iteration 32Q: 3 clusters Score -115469 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -115472.562500 Penalty: 737.637939 Iteration 33Q: 3 clusters Score -115472.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -115474.828125 Penalty: 737.637939 Iteration 34Q: 3 clusters Score -115474.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -115475.820312 Penalty: 737.637939 Iteration 35Q: 3 clusters Score -115475.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -115476.921875 Penalty: 737.637939 Iteration 36Q: 3 clusters Score -115476.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -115477.632812 Penalty: 737.637939 Iteration 37Q: 3 clusters Score -115477.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -115478.453125 Penalty: 737.637939 Iteration 38Q: 3 clusters Score -115478.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -115479.265625 Penalty: 737.637939 Iteration 39Q: 3 clusters Score -115479.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -115479.773438 Penalty: 737.637939 Iteration 40F: 3 clusters Score -115479.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -115480.390625 Penalty: 737.637939 Iteration 41Q: 3 clusters Score -115480.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -115480.695312 Penalty: 737.637939 Iteration 42Q: 3 clusters Score -115480.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -115480.984375 Penalty: 737.637939 Iteration 43Q: 3 clusters Score -115481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -115481.195312 Penalty: 737.637939 Iteration 44Q: 3 clusters Score -115481.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -115482.414062 Penalty: 737.637939 Iteration 45Q: 3 clusters Score -115482.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -115482.687500 Penalty: 737.637939 Iteration 46Q: 3 clusters Score -115482.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -115483.546875 Penalty: 737.637939 Iteration 47Q: 3 clusters Score -115483.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -115483.625000 Penalty: 737.637939 Iteration 48Q: 3 clusters Score -115483.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -115483.625000 Penalty: 737.637939 Iteration 49F: 3 clusters Score -115483.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Entering Unmasked Estep Score: -27157.298828 Penalty: 317.423828 Iteration 0F: 2 clusters Score -27157.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -26374.720703 Penalty: 634.847656 Iteration 0F: 3 clusters Score -26374.72 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -26695.158203 Penalty: 634.847656 Iteration 1F: 3 clusters Score -26695.16 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -26752.519531 Penalty: 634.847656 Iteration 2F: 3 clusters Score -26752.52 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -26780.154297 Penalty: 634.847656 Iteration 3Q: 3 clusters Score -26780.15 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -26804.335938 Penalty: 634.847656 Iteration 4Q: 3 clusters Score -26804.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -26822.537109 Penalty: 634.847656 Iteration 5Q: 3 clusters Score -26822.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -26836.478516 Penalty: 634.847656 Iteration 6Q: 3 clusters Score -26836.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -26845.509766 Penalty: 634.847656 Iteration 7Q: 3 clusters Score -26845.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -26852.105469 Penalty: 634.847656 Iteration 8Q: 3 clusters Score -26852.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -26855.576172 Penalty: 634.847656 Iteration 9Q: 3 clusters Score -26855.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -26858.753906 Penalty: 634.847656 Iteration 10Q: 3 clusters Score -26858.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -26862.326172 Penalty: 634.847656 Iteration 11Q: 3 clusters Score -26862.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -26863.533203 Penalty: 634.847656 Iteration 12Q: 3 clusters Score -26863.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -26864.427734 Penalty: 634.847656 Iteration 13Q: 3 clusters Score -26864.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26864.652344 Penalty: 634.847656 Iteration 14Q: 3 clusters Score -26864.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -26866.917969 Penalty: 634.847656 Iteration 15Q: 3 clusters Score -26866.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -26867.751953 Penalty: 634.847656 Iteration 16Q: 3 clusters Score -26867.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -26869.312500 Penalty: 634.847656 Iteration 17Q: 3 clusters Score -26869.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -26869.910156 Penalty: 634.847656 Iteration 18Q: 3 clusters Score -26869.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -26871.701172 Penalty: 634.847656 Iteration 19Q: 3 clusters Score -26871.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -26872.898438 Penalty: 634.847656 Iteration 20F: 3 clusters Score -26872.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -26874.656250 Penalty: 634.847656 Iteration 21Q: 3 clusters Score -26874.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -26875.556641 Penalty: 634.847656 Iteration 22Q: 3 clusters Score -26875.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -26878.285156 Penalty: 634.847656 Iteration 23Q: 3 clusters Score -26878.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -26882.289062 Penalty: 634.847656 Iteration 24Q: 3 clusters Score -26882.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -26886.546875 Penalty: 634.847656 Iteration 25Q: 3 clusters Score -26886.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -26888.968750 Penalty: 634.847656 Iteration 26Q: 3 clusters Score -26888.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26892.394531 Penalty: 634.847656 Iteration 27Q: 3 clusters Score -26892.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -26896.968750 Penalty: 634.847656 Iteration 28Q: 3 clusters Score -26896.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26899.910156 Penalty: 634.847656 Iteration 29Q: 3 clusters Score -26899.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26901.378906 Penalty: 634.847656 Iteration 30Q: 3 clusters Score -26901.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -26903.455078 Penalty: 634.847656 Iteration 31Q: 3 clusters Score -26903.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -26910.341797 Penalty: 634.847656 Iteration 32Q: 3 clusters Score -26910.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -26919.750000 Penalty: 634.847656 Iteration 33Q: 3 clusters Score -26919.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -26927.441406 Penalty: 634.847656 Iteration 34Q: 3 clusters Score -26927.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26932.058594 Penalty: 634.847656 Iteration 35Q: 3 clusters Score -26932.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -26936.742188 Penalty: 634.847656 Iteration 36Q: 3 clusters Score -26936.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -26941.769531 Penalty: 634.847656 Iteration 37Q: 3 clusters Score -26941.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -26944.394531 Penalty: 634.847656 Iteration 38Q: 3 clusters Score -26944.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -26948.568359 Penalty: 634.847656 Iteration 39Q: 3 clusters Score -26948.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -26952.292969 Penalty: 634.847656 Iteration 40F: 3 clusters Score -26952.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -26955.537109 Penalty: 634.847656 Iteration 41Q: 3 clusters Score -26955.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -26958.187500 Penalty: 634.847656 Iteration 42Q: 3 clusters Score -26958.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -26961.943359 Penalty: 634.847656 Iteration 43Q: 3 clusters Score -26961.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -26965.341797 Penalty: 634.847656 Iteration 44Q: 3 clusters Score -26965.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26976.910156 Penalty: 634.847656 Iteration 45Q: 3 clusters Score -26976.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -26988.986328 Penalty: 634.847656 Iteration 46Q: 3 clusters Score -26988.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -26999.931641 Penalty: 634.847656 Iteration 47Q: 3 clusters Score -26999.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27011.253906 Penalty: 634.847656 Iteration 48Q: 3 clusters Score -27011.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27022.050781 Penalty: 634.847656 Iteration 49Q: 3 clusters Score -27022.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27034.378906 Penalty: 634.847656 Iteration 50Q: 3 clusters Score -27034.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27042.662109 Penalty: 634.847656 Iteration 51Q: 3 clusters Score -27042.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27054.988281 Penalty: 634.847656 Iteration 52Q: 3 clusters Score -27054.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27064.626953 Penalty: 634.847656 Iteration 53Q: 3 clusters Score -27064.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27072.898438 Penalty: 634.847656 Iteration 54Q: 3 clusters Score -27072.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27078.689453 Penalty: 634.847656 Iteration 55Q: 3 clusters Score -27078.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27085.548828 Penalty: 634.847656 Iteration 56Q: 3 clusters Score -27085.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27090.841797 Penalty: 634.847656 Iteration 57Q: 3 clusters Score -27090.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -27092.806641 Penalty: 634.847656 Iteration 58Q: 3 clusters Score -27092.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27093.673828 Penalty: 634.847656 Iteration 59Q: 3 clusters Score -27093.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27103.822266 Penalty: 634.847656 Iteration 60F: 3 clusters Score -27103.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27107.306641 Penalty: 634.847656 Iteration 61Q: 3 clusters Score -27107.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27109.103516 Penalty: 634.847656 Iteration 62Q: 3 clusters Score -27109.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27110.361328 Penalty: 634.847656 Iteration 63Q: 3 clusters Score -27110.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -27110.361328 Penalty: 634.847656 Iteration 64F: 3 clusters Score -27110.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (830 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Entering Unmasked Estep Score: -26006.648438 Penalty: 305.824860 Iteration 0F: 2 clusters Score -26006.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -25341.064453 Penalty: 611.649719 Iteration 0F: 3 clusters Score -25341.06 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25541.527344 Penalty: 611.649719 Iteration 1F: 3 clusters Score -25541.53 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -25600.337891 Penalty: 611.649719 Iteration 2F: 3 clusters Score -25600.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -25638.349609 Penalty: 611.649719 Iteration 3F: 3 clusters Score -25638.35 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -25667.187500 Penalty: 611.649719 Iteration 4Q: 3 clusters Score -25667.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -25688.878906 Penalty: 611.649719 Iteration 5Q: 3 clusters Score -25688.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -25712.849609 Penalty: 611.649719 Iteration 6Q: 3 clusters Score -25712.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -25724.707031 Penalty: 611.649719 Iteration 7Q: 3 clusters Score -25724.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25748.332031 Penalty: 611.649719 Iteration 8Q: 3 clusters Score -25748.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -25780.505859 Penalty: 611.649719 Iteration 9Q: 3 clusters Score -25780.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -25842.146484 Penalty: 611.649719 Iteration 10Q: 3 clusters Score -25842.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25898.998047 Penalty: 611.649719 Iteration 11Q: 3 clusters Score -25899 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25911.292969 Penalty: 611.649719 Iteration 12Q: 3 clusters Score -25911.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -25915.623047 Penalty: 611.649719 Iteration 13Q: 3 clusters Score -25915.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -25917.919922 Penalty: 611.649719 Iteration 14Q: 3 clusters Score -25917.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -25917.919922 Penalty: 611.649719 Iteration 15F: 3 clusters Score -25917.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Entering Unmasked Estep Score: -23641.888672 Penalty: 312.870026 Iteration 0F: 2 clusters Score -23641.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -22841.400391 Penalty: 625.740051 Iteration 0F: 3 clusters Score -22841.4 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -23093.992188 Penalty: 625.740051 Iteration 1F: 3 clusters Score -23093.99 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -23161.482422 Penalty: 625.740051 Iteration 2F: 3 clusters Score -23161.48 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -23205.857422 Penalty: 625.740051 Iteration 3F: 3 clusters Score -23205.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -23232.335938 Penalty: 625.740051 Iteration 4Q: 3 clusters Score -23232.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -23253.931641 Penalty: 625.740051 Iteration 5Q: 3 clusters Score -23253.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -23275.261719 Penalty: 625.740051 Iteration 6Q: 3 clusters Score -23275.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -23295.992188 Penalty: 625.740051 Iteration 7Q: 3 clusters Score -23295.99 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -23315.810547 Penalty: 625.740051 Iteration 8Q: 3 clusters Score -23315.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -23329.478516 Penalty: 625.740051 Iteration 9Q: 3 clusters Score -23329.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -23341.117188 Penalty: 625.740051 Iteration 10Q: 3 clusters Score -23341.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -23343.238281 Penalty: 625.740051 Iteration 11Q: 3 clusters Score -23343.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -23348.175781 Penalty: 625.740051 Iteration 12Q: 3 clusters Score -23348.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -23352.326172 Penalty: 625.740051 Iteration 13Q: 3 clusters Score -23352.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -23352.845703 Penalty: 625.740051 Iteration 14Q: 3 clusters Score -23352.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -23352.845703 Penalty: 625.740051 Iteration 15F: 3 clusters Score -23352.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Entering Unmasked Estep Score: -249714.109375 Penalty: 403.165619 Iteration 0F: 2 clusters Score -249714.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -244960.343750 Penalty: 806.331238 Iteration 0F: 3 clusters Score -244960.3 nChanged 3261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -246884.593750 Penalty: 806.331238 Iteration 1F: 3 clusters Score -246884.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -247164.484375 Penalty: 806.331238 Iteration 2F: 3 clusters Score -247164.5 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -247510.515625 Penalty: 806.331238 Iteration 3F: 3 clusters Score -247510.5 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -247841.468750 Penalty: 806.331238 Iteration 4F: 3 clusters Score -247841.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -248078.000000 Penalty: 806.331238 Iteration 5F: 3 clusters Score -248078 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -248226.140625 Penalty: 806.331238 Iteration 6Q: 3 clusters Score -248226.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -248288.250000 Penalty: 806.331238 Iteration 7Q: 3 clusters Score -248288.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -248322.062500 Penalty: 806.331238 Iteration 8Q: 3 clusters Score -248322.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -248345.921875 Penalty: 806.331238 Iteration 9Q: 3 clusters Score -248345.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -248363.406250 Penalty: 806.331238 Iteration 10Q: 3 clusters Score -248363.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -248376.656250 Penalty: 806.331238 Iteration 11Q: 3 clusters Score -248376.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -248390.765625 Penalty: 806.331238 Iteration 12Q: 3 clusters Score -248390.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -248410.812500 Penalty: 806.331238 Iteration 13Q: 3 clusters Score -248410.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -248437.406250 Penalty: 806.331238 Iteration 14Q: 3 clusters Score -248437.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -248472.578125 Penalty: 806.331238 Iteration 15Q: 3 clusters Score -248472.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -248503.812500 Penalty: 806.331238 Iteration 16Q: 3 clusters Score -248503.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -248530.781250 Penalty: 806.331238 Iteration 17Q: 3 clusters Score -248530.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -248559.796875 Penalty: 806.331238 Iteration 18Q: 3 clusters Score -248559.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -248600.906250 Penalty: 806.331238 Iteration 19Q: 3 clusters Score -248600.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -248645.921875 Penalty: 806.331238 Iteration 20F: 3 clusters Score -248645.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -248686.171875 Penalty: 806.331238 Iteration 21Q: 3 clusters Score -248686.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -248717.531250 Penalty: 806.331238 Iteration 22Q: 3 clusters Score -248717.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -248741.578125 Penalty: 806.331238 Iteration 23Q: 3 clusters Score -248741.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -248759.484375 Penalty: 806.331238 Iteration 24Q: 3 clusters Score -248759.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -248774.156250 Penalty: 806.331238 Iteration 25Q: 3 clusters Score -248774.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -248787.765625 Penalty: 806.331238 Iteration 26Q: 3 clusters Score -248787.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -248799.015625 Penalty: 806.331238 Iteration 27Q: 3 clusters Score -248799 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -248811.156250 Penalty: 806.331238 Iteration 28Q: 3 clusters Score -248811.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -248821.015625 Penalty: 806.331238 Iteration 29Q: 3 clusters Score -248821 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -248832.015625 Penalty: 806.331238 Iteration 30Q: 3 clusters Score -248832 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -248841.671875 Penalty: 806.331238 Iteration 31Q: 3 clusters Score -248841.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -248851.609375 Penalty: 806.331238 Iteration 32Q: 3 clusters Score -248851.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -248864.781250 Penalty: 806.331238 Iteration 33Q: 3 clusters Score -248864.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -248879.125000 Penalty: 806.331238 Iteration 34Q: 3 clusters Score -248879.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -248891.953125 Penalty: 806.331238 Iteration 35Q: 3 clusters Score -248892 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -248904.437500 Penalty: 806.331238 Iteration 36Q: 3 clusters Score -248904.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -248915.937500 Penalty: 806.331238 Iteration 37Q: 3 clusters Score -248915.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -248924.687500 Penalty: 806.331238 Iteration 38Q: 3 clusters Score -248924.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -248931.015625 Penalty: 806.331238 Iteration 39Q: 3 clusters Score -248931 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -248937.000000 Penalty: 806.331238 Iteration 40F: 3 clusters Score -248937 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -248944.468750 Penalty: 806.331238 Iteration 41Q: 3 clusters Score -248944.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -248952.046875 Penalty: 806.331238 Iteration 42Q: 3 clusters Score -248952 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -248963.890625 Penalty: 806.331238 Iteration 43Q: 3 clusters Score -248963.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -248973.515625 Penalty: 806.331238 Iteration 44Q: 3 clusters Score -248973.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -248983.171875 Penalty: 806.331238 Iteration 45Q: 3 clusters Score -248983.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -248992.906250 Penalty: 806.331238 Iteration 46Q: 3 clusters Score -248992.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -249000.781250 Penalty: 806.331238 Iteration 47Q: 3 clusters Score -249000.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -249007.890625 Penalty: 806.331238 Iteration 48Q: 3 clusters Score -249007.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -249013.109375 Penalty: 806.331238 Iteration 49Q: 3 clusters Score -249013.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -249019.109375 Penalty: 806.331238 Iteration 50Q: 3 clusters Score -249019.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -249026.625000 Penalty: 806.331238 Iteration 51Q: 3 clusters Score -249026.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -249039.968750 Penalty: 806.331238 Iteration 52Q: 3 clusters Score -249040 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -249054.375000 Penalty: 806.331238 Iteration 53Q: 3 clusters Score -249054.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -249068.015625 Penalty: 806.331238 Iteration 54Q: 3 clusters Score -249068 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -249085.109375 Penalty: 806.331238 Iteration 55Q: 3 clusters Score -249085.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -249109.750000 Penalty: 806.331238 Iteration 56Q: 3 clusters Score -249109.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -249142.734375 Penalty: 806.331238 Iteration 57Q: 3 clusters Score -249142.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -249172.593750 Penalty: 806.331238 Iteration 58Q: 3 clusters Score -249172.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -249195.687500 Penalty: 806.331238 Iteration 59Q: 3 clusters Score -249195.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -249216.031250 Penalty: 806.331238 Iteration 60F: 3 clusters Score -249216 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -249237.656250 Penalty: 806.331238 Iteration 61Q: 3 clusters Score -249237.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -249258.937500 Penalty: 806.331238 Iteration 62Q: 3 clusters Score -249258.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -249278.453125 Penalty: 806.331238 Iteration 63Q: 3 clusters Score -249278.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -249294.718750 Penalty: 806.331238 Iteration 64Q: 3 clusters Score -249294.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -249306.437500 Penalty: 806.331238 Iteration 65Q: 3 clusters Score -249306.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -249318.765625 Penalty: 806.331238 Iteration 66Q: 3 clusters Score -249318.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -249340.484375 Penalty: 806.331238 Iteration 67Q: 3 clusters Score -249340.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -249356.562500 Penalty: 806.331238 Iteration 68Q: 3 clusters Score -249356.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -249364.953125 Penalty: 806.331238 Iteration 69Q: 3 clusters Score -249365 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -249373.140625 Penalty: 806.331238 Iteration 70Q: 3 clusters Score -249373.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -249380.687500 Penalty: 806.331238 Iteration 71Q: 3 clusters Score -249380.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -249388.281250 Penalty: 806.331238 Iteration 72Q: 3 clusters Score -249388.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -249397.484375 Penalty: 806.331238 Iteration 73Q: 3 clusters Score -249397.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -249403.000000 Penalty: 806.331238 Iteration 74Q: 3 clusters Score -249403 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -249407.093750 Penalty: 806.331238 Iteration 75Q: 3 clusters Score -249407.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -249410.203125 Penalty: 806.331238 Iteration 76Q: 3 clusters Score -249410.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -249412.375000 Penalty: 806.331238 Iteration 77Q: 3 clusters Score -249412.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -249413.750000 Penalty: 806.331238 Iteration 78Q: 3 clusters Score -249413.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -249414.156250 Penalty: 806.331238 Iteration 79Q: 3 clusters Score -249414.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -249414.671875 Penalty: 806.331238 Iteration 80F: 3 clusters Score -249414.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -249415.296875 Penalty: 806.331238 Iteration 81Q: 3 clusters Score -249415.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -249415.093750 Penalty: 806.331238 Iteration 82Q: 3 clusters Score -249415.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -249415.406250 Penalty: 806.331238 Iteration 83Q: 3 clusters Score -249415.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -249415.578125 Penalty: 806.331238 Iteration 84Q: 3 clusters Score -249415.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -249415.796875 Penalty: 806.331238 Iteration 85Q: 3 clusters Score -249415.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -249416.921875 Penalty: 806.331238 Iteration 86Q: 3 clusters Score -249416.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -249420.343750 Penalty: 806.331238 Iteration 87Q: 3 clusters Score -249420.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -249422.718750 Penalty: 806.331238 Iteration 88Q: 3 clusters Score -249422.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -249424.750000 Penalty: 806.331238 Iteration 89Q: 3 clusters Score -249424.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -249427.765625 Penalty: 806.331238 Iteration 90Q: 3 clusters Score -249427.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -249428.359375 Penalty: 806.331238 Iteration 91Q: 3 clusters Score -249428.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -249428.640625 Penalty: 806.331238 Iteration 92Q: 3 clusters Score -249428.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -249428.578125 Penalty: 806.331238 Iteration 93Q: 3 clusters Score -249428.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -249429.375000 Penalty: 806.331238 Iteration 94Q: 3 clusters Score -249429.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -249429.359375 Penalty: 806.331238 Iteration 95Q: 3 clusters Score -249429.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -249429.359375 Penalty: 806.331238 Iteration 96F: 3 clusters Score -249429.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Entering Unmasked Estep Score: -88873.046875 Penalty: 358.748230 Iteration 0F: 2 clusters Score -88873.05 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 1313 members Entering Unmasked Estep Score: -86981.140625 Penalty: 717.496460 Iteration 0F: 3 clusters Score -86981.14 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -87608.445312 Penalty: 717.496460 Iteration 1F: 3 clusters Score -87608.45 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -87679.960938 Penalty: 717.496460 Iteration 2F: 3 clusters Score -87679.96 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -87746.789062 Penalty: 717.496460 Iteration 3F: 3 clusters Score -87746.79 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -87805.023438 Penalty: 717.496460 Iteration 4F: 3 clusters Score -87805.02 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -87838.242188 Penalty: 717.496460 Iteration 5Q: 3 clusters Score -87838.24 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -87868.976562 Penalty: 717.496460 Iteration 6Q: 3 clusters Score -87868.98 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -87895.828125 Penalty: 717.496460 Iteration 7Q: 3 clusters Score -87895.83 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -87932.960938 Penalty: 717.496460 Iteration 8Q: 3 clusters Score -87932.96 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -87975.234375 Penalty: 717.496460 Iteration 9Q: 3 clusters Score -87975.23 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -88011.726562 Penalty: 717.496460 Iteration 10Q: 3 clusters Score -88011.73 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -88064.968750 Penalty: 717.496460 Iteration 11Q: 3 clusters Score -88064.97 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -88105.757812 Penalty: 717.496460 Iteration 12Q: 3 clusters Score -88105.76 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -88139.445312 Penalty: 717.496460 Iteration 13Q: 3 clusters Score -88139.45 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -88168.710938 Penalty: 717.496460 Iteration 14Q: 3 clusters Score -88168.71 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -88194.625000 Penalty: 717.496460 Iteration 15Q: 3 clusters Score -88194.62 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -88226.531250 Penalty: 717.496460 Iteration 16Q: 3 clusters Score -88226.53 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -88254.578125 Penalty: 717.496460 Iteration 17Q: 3 clusters Score -88254.58 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -88275.617188 Penalty: 717.496460 Iteration 18Q: 3 clusters Score -88275.62 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -88299.054688 Penalty: 717.496460 Iteration 19Q: 3 clusters Score -88299.05 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -88325.539062 Penalty: 717.496460 Iteration 20F: 3 clusters Score -88325.54 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -88345.273438 Penalty: 717.496460 Iteration 21Q: 3 clusters Score -88345.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -88362.101562 Penalty: 717.496460 Iteration 22Q: 3 clusters Score -88362.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -88377.632812 Penalty: 717.496460 Iteration 23Q: 3 clusters Score -88377.63 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -88395.671875 Penalty: 717.496460 Iteration 24Q: 3 clusters Score -88395.67 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -88410.195312 Penalty: 717.496460 Iteration 25Q: 3 clusters Score -88410.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -88418.304688 Penalty: 717.496460 Iteration 26Q: 3 clusters Score -88418.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -88423.960938 Penalty: 717.496460 Iteration 27Q: 3 clusters Score -88423.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -88429.031250 Penalty: 717.496460 Iteration 28Q: 3 clusters Score -88429.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88436.218750 Penalty: 717.496460 Iteration 29Q: 3 clusters Score -88436.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -88441.046875 Penalty: 717.496460 Iteration 30Q: 3 clusters Score -88441.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -88443.382812 Penalty: 717.496460 Iteration 31Q: 3 clusters Score -88443.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -88447.765625 Penalty: 717.496460 Iteration 32Q: 3 clusters Score -88447.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -88451.445312 Penalty: 717.496460 Iteration 33Q: 3 clusters Score -88451.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -88458.804688 Penalty: 717.496460 Iteration 34Q: 3 clusters Score -88458.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -88471.445312 Penalty: 717.496460 Iteration 35Q: 3 clusters Score -88471.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -88484.140625 Penalty: 717.496460 Iteration 36Q: 3 clusters Score -88484.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -88496.687500 Penalty: 717.496460 Iteration 37Q: 3 clusters Score -88496.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -88507.148438 Penalty: 717.496460 Iteration 38Q: 3 clusters Score -88507.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -88515.554688 Penalty: 717.496460 Iteration 39Q: 3 clusters Score -88515.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -88523.921875 Penalty: 717.496460 Iteration 40F: 3 clusters Score -88523.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -88528.929688 Penalty: 717.496460 Iteration 41Q: 3 clusters Score -88528.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -88535.617188 Penalty: 717.496460 Iteration 42Q: 3 clusters Score -88535.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -88548.000000 Penalty: 717.496460 Iteration 43Q: 3 clusters Score -88548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -88558.546875 Penalty: 717.496460 Iteration 44Q: 3 clusters Score -88558.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -88563.078125 Penalty: 717.496460 Iteration 45Q: 3 clusters Score -88563.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -88567.125000 Penalty: 717.496460 Iteration 46Q: 3 clusters Score -88567.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -88570.109375 Penalty: 717.496460 Iteration 47Q: 3 clusters Score -88570.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -88571.031250 Penalty: 717.496460 Iteration 48Q: 3 clusters Score -88571.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -88571.296875 Penalty: 717.496460 Iteration 49Q: 3 clusters Score -88571.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -88571.296875 Penalty: 717.496460 Iteration 50F: 3 clusters Score -88571.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -24121.011719 Penalty: 303.230621 Iteration 0F: 2 clusters Score -24121.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -23452.632812 Penalty: 606.461243 Iteration 0F: 3 clusters Score -23452.63 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -23647.421875 Penalty: 606.461243 Iteration 1F: 3 clusters Score -23647.42 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -23704.890625 Penalty: 606.461243 Iteration 2F: 3 clusters Score -23704.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -23755.316406 Penalty: 606.461243 Iteration 3F: 3 clusters Score -23755.32 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -23798.185547 Penalty: 606.461243 Iteration 4F: 3 clusters Score -23798.19 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -23825.882812 Penalty: 606.461243 Iteration 5Q: 3 clusters Score -23825.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -23846.884766 Penalty: 606.461243 Iteration 6Q: 3 clusters Score -23846.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -23862.029297 Penalty: 606.461243 Iteration 7Q: 3 clusters Score -23862.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -23870.126953 Penalty: 606.461243 Iteration 8Q: 3 clusters Score -23870.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -23879.494141 Penalty: 606.461243 Iteration 9Q: 3 clusters Score -23879.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -23885.310547 Penalty: 606.461243 Iteration 10Q: 3 clusters Score -23885.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -23890.853516 Penalty: 606.461243 Iteration 11Q: 3 clusters Score -23890.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -23895.539062 Penalty: 606.461243 Iteration 12Q: 3 clusters Score -23895.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -23897.220703 Penalty: 606.461243 Iteration 13Q: 3 clusters Score -23897.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -23898.150391 Penalty: 606.461243 Iteration 14Q: 3 clusters Score -23898.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -23899.773438 Penalty: 606.461243 Iteration 15Q: 3 clusters Score -23899.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -23901.847656 Penalty: 606.461243 Iteration 16Q: 3 clusters Score -23901.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -23902.589844 Penalty: 606.461243 Iteration 17Q: 3 clusters Score -23902.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -23903.671875 Penalty: 606.461243 Iteration 18Q: 3 clusters Score -23903.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -23904.240234 Penalty: 606.461243 Iteration 19Q: 3 clusters Score -23904.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -23904.853516 Penalty: 606.461243 Iteration 20F: 3 clusters Score -23904.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -23906.134766 Penalty: 606.461243 Iteration 21Q: 3 clusters Score -23906.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -23906.494141 Penalty: 606.461243 Iteration 22Q: 3 clusters Score -23906.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -23906.650391 Penalty: 606.461243 Iteration 23Q: 3 clusters Score -23906.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -23906.650391 Penalty: 606.461243 Iteration 24F: 3 clusters Score -23906.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Entering Unmasked Estep Score: -274796.812500 Penalty: 407.870361 Iteration 0F: 2 clusters Score -274796.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -269548.437500 Penalty: 815.740723 Iteration 0F: 3 clusters Score -269548.4 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -271769.406250 Penalty: 815.740723 Iteration 1F: 3 clusters Score -271769.4 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -271972.843750 Penalty: 815.740723 Iteration 2F: 3 clusters Score -271972.8 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -272148.468750 Penalty: 815.740723 Iteration 3F: 3 clusters Score -272148.5 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -272315.531250 Penalty: 815.740723 Iteration 4F: 3 clusters Score -272315.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -272483.500000 Penalty: 815.740723 Iteration 5Q: 3 clusters Score -272483.5 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -272731.718750 Penalty: 815.740723 Iteration 6F: 3 clusters Score -272731.7 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -273044.125000 Penalty: 815.740723 Iteration 7F: 3 clusters Score -273044.1 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -273409.062500 Penalty: 815.740723 Iteration 8F: 3 clusters Score -273409.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -273773.812500 Penalty: 815.740723 Iteration 9F: 3 clusters Score -273773.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -274049.718750 Penalty: 815.740723 Iteration 10Q: 3 clusters Score -274049.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -274219.218750 Penalty: 815.740723 Iteration 11Q: 3 clusters Score -274219.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -274326.125000 Penalty: 815.740723 Iteration 12Q: 3 clusters Score -274326.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -274381.187500 Penalty: 815.740723 Iteration 13Q: 3 clusters Score -274381.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -274416.218750 Penalty: 815.740723 Iteration 14Q: 3 clusters Score -274416.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -274430.687500 Penalty: 815.740723 Iteration 15Q: 3 clusters Score -274430.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -274443.343750 Penalty: 815.740723 Iteration 16Q: 3 clusters Score -274443.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -274455.531250 Penalty: 815.740723 Iteration 17Q: 3 clusters Score -274455.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -274462.093750 Penalty: 815.740723 Iteration 18Q: 3 clusters Score -274462.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -274462.906250 Penalty: 815.740723 Iteration 19Q: 3 clusters Score -274462.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -274466.125000 Penalty: 815.740723 Iteration 20F: 3 clusters Score -274466.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -274471.625000 Penalty: 815.740723 Iteration 21Q: 3 clusters Score -274471.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -274475.312500 Penalty: 815.740723 Iteration 22Q: 3 clusters Score -274475.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -274475.625000 Penalty: 815.740723 Iteration 23Q: 3 clusters Score -274475.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -274475.625000 Penalty: 815.740723 Iteration 24F: 3 clusters Score -274475.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Entering Unmasked Estep Score: -2878.840576 Penalty: 238.978455 Iteration 0F: 2 clusters Score -2878.841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -2599.920654 Penalty: 477.956909 Iteration 0F: 3 clusters Score -2599.921 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -2661.460449 Penalty: 477.956909 Iteration 1F: 3 clusters Score -2661.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2672.701172 Penalty: 477.956909 Iteration 2Q: 3 clusters Score -2672.701 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -2686.459229 Penalty: 477.956909 Iteration 3Q: 3 clusters Score -2686.459 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2705.018799 Penalty: 477.956909 Iteration 4Q: 3 clusters Score -2705.019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -2724.373047 Penalty: 477.956909 Iteration 5F: 3 clusters Score -2724.373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -2730.934082 Penalty: 477.956909 Iteration 6Q: 3 clusters Score -2730.934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2732.505615 Penalty: 477.956909 Iteration 7Q: 3 clusters Score -2732.506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2732.505615 Penalty: 477.956909 Iteration 8F: 3 clusters Score -2732.506 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Entering Unmasked Estep Score: -48237.074219 Penalty: 331.955933 Iteration 0F: 2 clusters Score -48237.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -47120.527344 Penalty: 663.911865 Iteration 0F: 3 clusters Score -47120.53 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -47528.085938 Penalty: 663.911865 Iteration 1F: 3 clusters Score -47528.09 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -47674.566406 Penalty: 663.911865 Iteration 2F: 3 clusters Score -47674.57 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -47752.175781 Penalty: 663.911865 Iteration 3F: 3 clusters Score -47752.18 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -47813.457031 Penalty: 663.911865 Iteration 4F: 3 clusters Score -47813.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -47866.429688 Penalty: 663.911865 Iteration 5Q: 3 clusters Score -47866.43 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -47917.050781 Penalty: 663.911865 Iteration 6Q: 3 clusters Score -47917.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -47943.777344 Penalty: 663.911865 Iteration 7Q: 3 clusters Score -47943.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -47961.058594 Penalty: 663.911865 Iteration 8Q: 3 clusters Score -47961.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -47973.851562 Penalty: 663.911865 Iteration 9Q: 3 clusters Score -47973.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -47985.609375 Penalty: 663.911865 Iteration 10Q: 3 clusters Score -47985.61 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -48006.496094 Penalty: 663.911865 Iteration 11Q: 3 clusters Score -48006.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -48021.746094 Penalty: 663.911865 Iteration 12Q: 3 clusters Score -48021.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -48029.871094 Penalty: 663.911865 Iteration 13Q: 3 clusters Score -48029.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -48039.609375 Penalty: 663.911865 Iteration 14Q: 3 clusters Score -48039.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -48050.792969 Penalty: 663.911865 Iteration 15Q: 3 clusters Score -48050.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -48059.367188 Penalty: 663.911865 Iteration 16Q: 3 clusters Score -48059.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -48065.953125 Penalty: 663.911865 Iteration 17Q: 3 clusters Score -48065.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -48070.699219 Penalty: 663.911865 Iteration 18Q: 3 clusters Score -48070.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -48071.691406 Penalty: 663.911865 Iteration 19Q: 3 clusters Score -48071.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -48071.859375 Penalty: 663.911865 Iteration 20F: 3 clusters Score -48071.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -48072.582031 Penalty: 663.911865 Iteration 21Q: 3 clusters Score -48072.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -48072.828125 Penalty: 663.911865 Iteration 22Q: 3 clusters Score -48072.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -48072.828125 Penalty: 663.911865 Iteration 23F: 3 clusters Score -48072.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Entering Unmasked Estep Score: -95161.921875 Penalty: 365.071625 Iteration 0F: 2 clusters Score -95161.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -93022.890625 Penalty: 730.143250 Iteration 0F: 3 clusters Score -93022.89 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -93768.367188 Penalty: 730.143250 Iteration 1F: 3 clusters Score -93768.37 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -93887.437500 Penalty: 730.143250 Iteration 2F: 3 clusters Score -93887.44 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -93993.335938 Penalty: 730.143250 Iteration 3F: 3 clusters Score -93993.34 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -94097.054688 Penalty: 730.143250 Iteration 4F: 3 clusters Score -94097.05 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -94198.734375 Penalty: 730.143250 Iteration 5Q: 3 clusters Score -94198.73 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -94318.820312 Penalty: 730.143250 Iteration 6Q: 3 clusters Score -94318.82 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -94431.320312 Penalty: 730.143250 Iteration 7Q: 3 clusters Score -94431.32 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -94502.156250 Penalty: 730.143250 Iteration 8Q: 3 clusters Score -94502.16 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -94560.406250 Penalty: 730.143250 Iteration 9Q: 3 clusters Score -94560.41 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -94602.828125 Penalty: 730.143250 Iteration 10Q: 3 clusters Score -94602.83 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -94639.445312 Penalty: 730.143250 Iteration 11Q: 3 clusters Score -94639.45 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -94666.804688 Penalty: 730.143250 Iteration 12Q: 3 clusters Score -94666.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -94691.875000 Penalty: 730.143250 Iteration 13Q: 3 clusters Score -94691.88 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -94718.046875 Penalty: 730.143250 Iteration 14Q: 3 clusters Score -94718.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -94749.820312 Penalty: 730.143250 Iteration 15Q: 3 clusters Score -94749.82 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -94786.242188 Penalty: 730.143250 Iteration 16Q: 3 clusters Score -94786.24 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -94831.781250 Penalty: 730.143250 Iteration 17Q: 3 clusters Score -94831.78 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -94874.796875 Penalty: 730.143250 Iteration 18Q: 3 clusters Score -94874.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -94929.984375 Penalty: 730.143250 Iteration 19Q: 3 clusters Score -94929.98 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -94972.460938 Penalty: 730.143250 Iteration 20F: 3 clusters Score -94972.46 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -94998.195312 Penalty: 730.143250 Iteration 21Q: 3 clusters Score -94998.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -95024.812500 Penalty: 730.143250 Iteration 22Q: 3 clusters Score -95024.81 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -95048.929688 Penalty: 730.143250 Iteration 23Q: 3 clusters Score -95048.93 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -95062.203125 Penalty: 730.143250 Iteration 24Q: 3 clusters Score -95062.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -95076.187500 Penalty: 730.143250 Iteration 25Q: 3 clusters Score -95076.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -95088.351562 Penalty: 730.143250 Iteration 26Q: 3 clusters Score -95088.35 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -95104.437500 Penalty: 730.143250 Iteration 27Q: 3 clusters Score -95104.44 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -95118.773438 Penalty: 730.143250 Iteration 28Q: 3 clusters Score -95118.77 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -95129.562500 Penalty: 730.143250 Iteration 29Q: 3 clusters Score -95129.56 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -95143.023438 Penalty: 730.143250 Iteration 30Q: 3 clusters Score -95143.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -95159.406250 Penalty: 730.143250 Iteration 31Q: 3 clusters Score -95159.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -95172.445312 Penalty: 730.143250 Iteration 32Q: 3 clusters Score -95172.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -95179.437500 Penalty: 730.143250 Iteration 33Q: 3 clusters Score -95179.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -95181.179688 Penalty: 730.143250 Iteration 34Q: 3 clusters Score -95181.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -95181.476562 Penalty: 730.143250 Iteration 35Q: 3 clusters Score -95181.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -95181.640625 Penalty: 730.143250 Iteration 36Q: 3 clusters Score -95181.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -95181.640625 Penalty: 730.143250 Iteration 37F: 3 clusters Score -95181.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42245 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7050 members Mstep: Class 8 contains 2146 members Mstep: Class 9 contains 2656 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7818 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 906 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep Score: -3237106.250000 Penalty: 7815.827637 Splitting cluster 17 changes total score from -3237246.000000 to -3237106.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (21063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21063 members Entering Unmasked Estep Score: -796040.437500 Penalty: 452.964935 Iteration 0F: 2 clusters Score -796040.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -781975.750000 Penalty: 905.929871 Iteration 0F: 3 clusters Score -781975.8 nChanged 10066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -789013.937500 Penalty: 905.929871 Iteration 1F: 3 clusters Score -789013.9 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -789839.562500 Penalty: 905.929871 Iteration 2F: 3 clusters Score -789839.6 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -790705.562500 Penalty: 905.929871 Iteration 3F: 3 clusters Score -790705.6 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -791426.062500 Penalty: 905.929871 Iteration 4F: 3 clusters Score -791426.1 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -791947.500000 Penalty: 905.929871 Iteration 5Q: 3 clusters Score -791947.5 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -792298.062500 Penalty: 905.929871 Iteration 6Q: 3 clusters Score -792298.1 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -792483.750000 Penalty: 905.929871 Iteration 7Q: 3 clusters Score -792483.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11804 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -792559.750000 Penalty: 905.929871 Iteration 8Q: 3 clusters Score -792559.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -792608.250000 Penalty: 905.929871 Iteration 9Q: 3 clusters Score -792608.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -792652.875000 Penalty: 905.929871 Iteration 10Q: 3 clusters Score -792652.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -792684.625000 Penalty: 905.929871 Iteration 11Q: 3 clusters Score -792684.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -792715.312500 Penalty: 905.929871 Iteration 12Q: 3 clusters Score -792715.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -792751.937500 Penalty: 905.929871 Iteration 13Q: 3 clusters Score -792751.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 8411 members Entering Unmasked Estep Score: -792795.375000 Penalty: 905.929871 Iteration 14Q: 3 clusters Score -792795.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -792837.937500 Penalty: 905.929871 Iteration 15Q: 3 clusters Score -792837.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -792881.437500 Penalty: 905.929871 Iteration 16Q: 3 clusters Score -792881.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -792925.875000 Penalty: 905.929871 Iteration 17Q: 3 clusters Score -792925.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13471 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -792967.375000 Penalty: 905.929871 Iteration 18Q: 3 clusters Score -792967.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -793018.812500 Penalty: 905.929871 Iteration 19Q: 3 clusters Score -793018.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -793081.000000 Penalty: 905.929871 Iteration 20F: 3 clusters Score -793081 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -793148.750000 Penalty: 905.929871 Iteration 21Q: 3 clusters Score -793148.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14475 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -793214.187500 Penalty: 905.929871 Iteration 22Q: 3 clusters Score -793214.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -793277.937500 Penalty: 905.929871 Iteration 23Q: 3 clusters Score -793277.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -793350.812500 Penalty: 905.929871 Iteration 24Q: 3 clusters Score -793350.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -793424.937500 Penalty: 905.929871 Iteration 25Q: 3 clusters Score -793424.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -793499.812500 Penalty: 905.929871 Iteration 26Q: 3 clusters Score -793499.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -793581.750000 Penalty: 905.929871 Iteration 27Q: 3 clusters Score -793581.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16144 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -793671.687500 Penalty: 905.929871 Iteration 28Q: 3 clusters Score -793671.7 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -793774.125000 Penalty: 905.929871 Iteration 29Q: 3 clusters Score -793774.1 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16820 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -793903.187500 Penalty: 905.929871 Iteration 30Q: 3 clusters Score -793903.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17147 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -794017.875000 Penalty: 905.929871 Iteration 31Q: 3 clusters Score -794017.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17492 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -794155.562500 Penalty: 905.929871 Iteration 32Q: 3 clusters Score -794155.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -794300.750000 Penalty: 905.929871 Iteration 33Q: 3 clusters Score -794300.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18163 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -794445.125000 Penalty: 905.929871 Iteration 34Q: 3 clusters Score -794445.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18468 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -794572.250000 Penalty: 905.929871 Iteration 35Q: 3 clusters Score -794572.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18763 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -794698.687500 Penalty: 905.929871 Iteration 36Q: 3 clusters Score -794698.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19056 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -794832.500000 Penalty: 905.929871 Iteration 37Q: 3 clusters Score -794832.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19320 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -794957.000000 Penalty: 905.929871 Iteration 38Q: 3 clusters Score -794957 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19565 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -795074.437500 Penalty: 905.929871 Iteration 39Q: 3 clusters Score -795074.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19772 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -795171.937500 Penalty: 905.929871 Iteration 40F: 3 clusters Score -795171.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -795254.000000 Penalty: 905.929871 Iteration 41Q: 3 clusters Score -795254 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20099 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -795334.250000 Penalty: 905.929871 Iteration 42Q: 3 clusters Score -795334.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20240 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -795410.750000 Penalty: 905.929871 Iteration 43Q: 3 clusters Score -795410.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -795475.687500 Penalty: 905.929871 Iteration 44Q: 3 clusters Score -795475.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20462 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -795526.562500 Penalty: 905.929871 Iteration 45Q: 3 clusters Score -795526.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -795589.125000 Penalty: 905.929871 Iteration 46Q: 3 clusters Score -795589.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20627 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -795628.125000 Penalty: 905.929871 Iteration 47Q: 3 clusters Score -795628.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -795664.062500 Penalty: 905.929871 Iteration 48Q: 3 clusters Score -795664.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20718 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -795678.000000 Penalty: 905.929871 Iteration 49Q: 3 clusters Score -795678 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20738 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -795688.375000 Penalty: 905.929871 Iteration 50Q: 3 clusters Score -795688.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20759 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -795699.062500 Penalty: 905.929871 Iteration 51Q: 3 clusters Score -795699.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -795707.625000 Penalty: 905.929871 Iteration 52Q: 3 clusters Score -795707.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20783 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -795709.562500 Penalty: 905.929871 Iteration 53Q: 3 clusters Score -795709.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20784 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -795711.937500 Penalty: 905.929871 Iteration 54Q: 3 clusters Score -795711.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -795713.375000 Penalty: 905.929871 Iteration 55Q: 3 clusters Score -795713.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -795713.000000 Penalty: 905.929871 Iteration 56Q: 3 clusters Score -795713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -795714.312500 Penalty: 905.929871 Iteration 57Q: 3 clusters Score -795714.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20784 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -795713.312500 Penalty: 905.929871 Iteration 58Q: 3 clusters Score -795713.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -795713.187500 Penalty: 905.929871 Iteration 59Q: 3 clusters Score -795713.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -795713.187500 Penalty: 905.929871 Iteration 60F: 3 clusters Score -795713.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42245 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7050 members Mstep: Class 9 contains 2656 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7818 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1474 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237240.750000 Penalty: 7294.772461 Iteration 119Q: 15 clusters Score -3237241 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42234 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7065 members Mstep: Class 9 contains 2657 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7811 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1476 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237243.750000 Penalty: 7294.772461 Iteration 120F: 15 clusters Score -3237244 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42228 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 830 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7073 members Mstep: Class 9 contains 2661 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7802 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1478 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237241.000000 Penalty: 7294.772461 Iteration 121Q: 15 clusters Score -3237241 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42223 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1072 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7080 members Mstep: Class 9 contains 2660 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 7796 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1481 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237253.250000 Penalty: 7294.772461 Iteration 122Q: 15 clusters Score -3237253 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42218 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1073 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7089 members Mstep: Class 9 contains 2660 members Mstep: Class 11 contains 783 members Mstep: Class 12 contains 7790 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1483 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237250.750000 Penalty: 7294.772461 Iteration 123Q: 15 clusters Score -3237251 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42212 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7094 members Mstep: Class 9 contains 2664 members Mstep: Class 11 contains 780 members Mstep: Class 12 contains 7788 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1483 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237246.750000 Penalty: 7294.772461 Iteration 124Q: 15 clusters Score -3237247 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42207 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7103 members Mstep: Class 9 contains 2670 members Mstep: Class 11 contains 777 members Mstep: Class 12 contains 7780 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237251.000000 Penalty: 7294.772461 Iteration 125Q: 15 clusters Score -3237251 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42203 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1074 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7111 members Mstep: Class 9 contains 2673 members Mstep: Class 11 contains 776 members Mstep: Class 12 contains 7774 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237253.750000 Penalty: 7294.772461 Iteration 126Q: 15 clusters Score -3237254 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42204 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7115 members Mstep: Class 9 contains 2676 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 7767 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237252.750000 Penalty: 7294.772461 Iteration 127Q: 15 clusters Score -3237253 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42204 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7118 members Mstep: Class 9 contains 2681 members Mstep: Class 11 contains 771 members Mstep: Class 12 contains 7762 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237253.250000 Penalty: 7294.772461 Iteration 128Q: 15 clusters Score -3237253 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42204 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7126 members Mstep: Class 9 contains 2685 members Mstep: Class 11 contains 768 members Mstep: Class 12 contains 7753 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237260.000000 Penalty: 7294.772461 Iteration 129Q: 15 clusters Score -3237260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42205 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7131 members Mstep: Class 9 contains 2689 members Mstep: Class 11 contains 766 members Mstep: Class 12 contains 7745 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3054 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237266.000000 Penalty: 7294.772461 Iteration 130Q: 15 clusters Score -3237266 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42204 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 969 members Mstep: Class 7 contains 7139 members Mstep: Class 9 contains 2693 members Mstep: Class 11 contains 764 members Mstep: Class 12 contains 7734 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237262.500000 Penalty: 7294.772461 Iteration 131Q: 15 clusters Score -3237262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42208 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 970 members Mstep: Class 7 contains 7138 members Mstep: Class 9 contains 2697 members Mstep: Class 11 contains 763 members Mstep: Class 12 contains 7727 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237263.000000 Penalty: 7294.772461 Iteration 132Q: 15 clusters Score -3237263 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42209 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7138 members Mstep: Class 9 contains 2700 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7724 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237266.000000 Penalty: 7294.772461 Iteration 133Q: 15 clusters Score -3237266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42209 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7141 members Mstep: Class 9 contains 2699 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7722 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237267.500000 Penalty: 7294.772461 Iteration 134Q: 15 clusters Score -3237268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42210 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7146 members Mstep: Class 9 contains 2699 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7716 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237265.500000 Penalty: 7294.772461 Iteration 135Q: 15 clusters Score -3237266 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42213 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7150 members Mstep: Class 9 contains 2700 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7708 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237267.750000 Penalty: 7294.772461 Iteration 136Q: 15 clusters Score -3237268 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42214 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7156 members Mstep: Class 9 contains 2700 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7700 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237269.000000 Penalty: 7294.772461 Iteration 137Q: 15 clusters Score -3237269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42215 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7161 members Mstep: Class 9 contains 2700 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7695 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237267.750000 Penalty: 7294.772461 Iteration 138Q: 15 clusters Score -3237268 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42215 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7164 members Mstep: Class 9 contains 2699 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7693 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237265.750000 Penalty: 7294.772461 Iteration 139Q: 15 clusters Score -3237266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42217 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7166 members Mstep: Class 9 contains 2700 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7688 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237264.500000 Penalty: 7294.772461 Iteration 140F: 15 clusters Score -3237264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42219 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7167 members Mstep: Class 9 contains 2701 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7684 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237262.500000 Penalty: 7294.772461 Iteration 141Q: 15 clusters Score -3237262 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42218 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7168 members Mstep: Class 9 contains 2705 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7680 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237263.750000 Penalty: 7294.772461 Iteration 142Q: 15 clusters Score -3237264 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42218 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7169 members Mstep: Class 9 contains 2709 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7675 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237262.250000 Penalty: 7294.772461 Iteration 143Q: 15 clusters Score -3237262 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42218 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7172 members Mstep: Class 9 contains 2711 members Mstep: Class 11 contains 760 members Mstep: Class 12 contains 7669 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237266.250000 Penalty: 7294.772461 Iteration 144Q: 15 clusters Score -3237266 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42221 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7170 members Mstep: Class 9 contains 2713 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7667 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237263.000000 Penalty: 7294.772461 Iteration 145Q: 15 clusters Score -3237263 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42221 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7175 members Mstep: Class 9 contains 2713 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7662 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237261.000000 Penalty: 7294.772461 Iteration 146Q: 15 clusters Score -3237261 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42223 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7177 members Mstep: Class 9 contains 2714 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7657 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237261.500000 Penalty: 7294.772461 Iteration 147Q: 15 clusters Score -3237262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42225 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7179 members Mstep: Class 9 contains 2714 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7653 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237262.000000 Penalty: 7294.772461 Iteration 148Q: 15 clusters Score -3237262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42225 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7183 members Mstep: Class 9 contains 2714 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7649 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237261.500000 Penalty: 7294.772461 Iteration 149Q: 15 clusters Score -3237262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42228 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7185 members Mstep: Class 9 contains 2713 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7645 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1484 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237260.000000 Penalty: 7294.772461 Iteration 150Q: 15 clusters Score -3237260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42230 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7188 members Mstep: Class 9 contains 2712 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7640 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237262.500000 Penalty: 7294.772461 Iteration 151Q: 15 clusters Score -3237262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42229 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7190 members Mstep: Class 9 contains 2712 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7639 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237264.000000 Penalty: 7294.772461 Iteration 152Q: 15 clusters Score -3237264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42228 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7191 members Mstep: Class 9 contains 2712 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7639 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237263.500000 Penalty: 7294.772461 Iteration 153Q: 15 clusters Score -3237264 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 42228 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 1076 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 971 members Mstep: Class 7 contains 7191 members Mstep: Class 9 contains 2712 members Mstep: Class 11 contains 759 members Mstep: Class 12 contains 7639 members Mstep: Class 14 contains 191 members Mstep: Class 15 contains 1485 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 21063 members Entering Unmasked Estep ConsiderDeletion Score: -3237263.500000 Penalty: 7294.772461 Iteration 154F: 15 clusters Score -3237264 nChanged 0 Entering ConstructFrom: Score: -3237263.500000 Penalty: 7294.772461 Entering ConstructFrom: Trying to split cluster 1 (1545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Entering Unmasked Estep Score: -48640.960938 Penalty: 334.096466 Iteration 0F: 2 clusters Score -48640.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -47518.480469 Penalty: 668.192932 Iteration 0F: 3 clusters Score -47518.48 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -47888.414062 Penalty: 668.192932 Iteration 1F: 3 clusters Score -47888.41 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -47976.582031 Penalty: 668.192932 Iteration 2F: 3 clusters Score -47976.58 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -48041.550781 Penalty: 668.192932 Iteration 3F: 3 clusters Score -48041.55 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -48097.410156 Penalty: 668.192932 Iteration 4Q: 3 clusters Score -48097.41 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -48140.585938 Penalty: 668.192932 Iteration 5Q: 3 clusters Score -48140.59 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -48173.632812 Penalty: 668.192932 Iteration 6Q: 3 clusters Score -48173.63 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -48205.296875 Penalty: 668.192932 Iteration 7Q: 3 clusters Score -48205.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -48227.570312 Penalty: 668.192932 Iteration 8Q: 3 clusters Score -48227.57 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -48245.132812 Penalty: 668.192932 Iteration 9Q: 3 clusters Score -48245.13 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -48265.050781 Penalty: 668.192932 Iteration 10Q: 3 clusters Score -48265.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -48287.003906 Penalty: 668.192932 Iteration 11Q: 3 clusters Score -48287 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -48310.835938 Penalty: 668.192932 Iteration 12Q: 3 clusters Score -48310.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -48326.125000 Penalty: 668.192932 Iteration 13Q: 3 clusters Score -48326.12 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -48345.207031 Penalty: 668.192932 Iteration 14Q: 3 clusters Score -48345.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -48359.187500 Penalty: 668.192932 Iteration 15Q: 3 clusters Score -48359.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -48368.347656 Penalty: 668.192932 Iteration 16Q: 3 clusters Score -48368.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -48377.382812 Penalty: 668.192932 Iteration 17Q: 3 clusters Score -48377.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -48382.066406 Penalty: 668.192932 Iteration 18Q: 3 clusters Score -48382.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -48385.703125 Penalty: 668.192932 Iteration 19Q: 3 clusters Score -48385.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -48389.035156 Penalty: 668.192932 Iteration 20F: 3 clusters Score -48389.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -48392.574219 Penalty: 668.192932 Iteration 21Q: 3 clusters Score -48392.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -48393.968750 Penalty: 668.192932 Iteration 22Q: 3 clusters Score -48393.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -48395.011719 Penalty: 668.192932 Iteration 23Q: 3 clusters Score -48395.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -48397.417969 Penalty: 668.192932 Iteration 24Q: 3 clusters Score -48397.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -48398.906250 Penalty: 668.192932 Iteration 25Q: 3 clusters Score -48398.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -48400.585938 Penalty: 668.192932 Iteration 26Q: 3 clusters Score -48400.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -48401.601562 Penalty: 668.192932 Iteration 27Q: 3 clusters Score -48401.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -48402.210938 Penalty: 668.192932 Iteration 28Q: 3 clusters Score -48402.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -48402.859375 Penalty: 668.192932 Iteration 29Q: 3 clusters Score -48402.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -48403.207031 Penalty: 668.192932 Iteration 30Q: 3 clusters Score -48403.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -48403.207031 Penalty: 668.192932 Iteration 31F: 3 clusters Score -48403.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (42228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42228 members Entering Unmasked Estep Score: -1582766.125000 Penalty: 484.613159 Iteration 0F: 2 clusters Score -1582766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 21026 members Entering Unmasked Estep Score: -1554236.125000 Penalty: 969.226318 Iteration 0F: 3 clusters Score -1554236 nChanged 20446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24560 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -1567275.875000 Penalty: 969.226318 Iteration 1F: 3 clusters Score -1567276 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26739 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -1568669.250000 Penalty: 969.226318 Iteration 2F: 3 clusters Score -1568669 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29496 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -1570656.125000 Penalty: 969.226318 Iteration 3F: 3 clusters Score -1570656 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32712 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -1573258.875000 Penalty: 969.226318 Iteration 4F: 3 clusters Score -1573259 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35930 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1576225.000000 Penalty: 969.226318 Iteration 5F: 3 clusters Score -1576225 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38786 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1579071.250000 Penalty: 969.226318 Iteration 6F: 3 clusters Score -1579071 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40702 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1580935.000000 Penalty: 969.226318 Iteration 7Q: 3 clusters Score -1580935 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41639 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1581802.875000 Penalty: 969.226318 Iteration 8Q: 3 clusters Score -1581803 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42005 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1582149.875000 Penalty: 969.226318 Iteration 9Q: 3 clusters Score -1582150 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42113 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -1582251.250000 Penalty: 969.226318 Iteration 10Q: 3 clusters Score -1582251 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42146 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -1582301.250000 Penalty: 969.226318 Iteration 11Q: 3 clusters Score -1582301 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42152 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1582315.750000 Penalty: 969.226318 Iteration 12Q: 3 clusters Score -1582316 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42156 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1582328.750000 Penalty: 969.226318 Iteration 13Q: 3 clusters Score -1582329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42158 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -1582333.750000 Penalty: 969.226318 Iteration 14Q: 3 clusters Score -1582334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42161 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -1582342.625000 Penalty: 969.226318 Iteration 15Q: 3 clusters Score -1582343 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42163 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -1582347.625000 Penalty: 969.226318 Iteration 16Q: 3 clusters Score -1582348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42163 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -1582347.125000 Penalty: 969.226318 Iteration 17Q: 3 clusters Score -1582347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42162 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1582347.750000 Penalty: 969.226318 Iteration 18Q: 3 clusters Score -1582348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42162 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1582347.750000 Penalty: 969.226318 Iteration 19F: 3 clusters Score -1582348 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Entering Unmasked Estep Score: -115549.703125 Penalty: 368.818970 Iteration 0F: 2 clusters Score -115549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -113289.531250 Penalty: 737.637939 Iteration 0F: 3 clusters Score -113289.5 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -114273.234375 Penalty: 737.637939 Iteration 1F: 3 clusters Score -114273.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -114525.890625 Penalty: 737.637939 Iteration 2F: 3 clusters Score -114525.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -114776.804688 Penalty: 737.637939 Iteration 3F: 3 clusters Score -114776.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -114988.906250 Penalty: 737.637939 Iteration 4F: 3 clusters Score -114988.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -115123.289062 Penalty: 737.637939 Iteration 5F: 3 clusters Score -115123.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -115198.796875 Penalty: 737.637939 Iteration 6Q: 3 clusters Score -115198.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -115243.070312 Penalty: 737.637939 Iteration 7Q: 3 clusters Score -115243.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -115270.453125 Penalty: 737.637939 Iteration 8Q: 3 clusters Score -115270.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -115284.085938 Penalty: 737.637939 Iteration 9Q: 3 clusters Score -115284.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -115289.812500 Penalty: 737.637939 Iteration 10Q: 3 clusters Score -115289.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -115297.796875 Penalty: 737.637939 Iteration 11Q: 3 clusters Score -115297.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -115306.343750 Penalty: 737.637939 Iteration 12Q: 3 clusters Score -115306.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -115309.601562 Penalty: 737.637939 Iteration 13Q: 3 clusters Score -115309.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -115312.460938 Penalty: 737.637939 Iteration 14Q: 3 clusters Score -115312.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -115316.625000 Penalty: 737.637939 Iteration 15Q: 3 clusters Score -115316.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -115321.468750 Penalty: 737.637939 Iteration 16Q: 3 clusters Score -115321.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -115331.460938 Penalty: 737.637939 Iteration 17Q: 3 clusters Score -115331.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -115348.289062 Penalty: 737.637939 Iteration 18Q: 3 clusters Score -115348.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -115365.031250 Penalty: 737.637939 Iteration 19Q: 3 clusters Score -115365 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -115390.000000 Penalty: 737.637939 Iteration 20F: 3 clusters Score -115390 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -115418.531250 Penalty: 737.637939 Iteration 21Q: 3 clusters Score -115418.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -115433.679688 Penalty: 737.637939 Iteration 22Q: 3 clusters Score -115433.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -115443.156250 Penalty: 737.637939 Iteration 23Q: 3 clusters Score -115443.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -115452.335938 Penalty: 737.637939 Iteration 24Q: 3 clusters Score -115452.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -115459.632812 Penalty: 737.637939 Iteration 25Q: 3 clusters Score -115459.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -115464.460938 Penalty: 737.637939 Iteration 26Q: 3 clusters Score -115464.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -115468.593750 Penalty: 737.637939 Iteration 27Q: 3 clusters Score -115468.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -115469.914062 Penalty: 737.637939 Iteration 28Q: 3 clusters Score -115469.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -115471.242188 Penalty: 737.637939 Iteration 29Q: 3 clusters Score -115471.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -115472.000000 Penalty: 737.637939 Iteration 30Q: 3 clusters Score -115472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -115472.804688 Penalty: 737.637939 Iteration 31Q: 3 clusters Score -115472.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -115473.695312 Penalty: 737.637939 Iteration 32Q: 3 clusters Score -115473.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -115475.734375 Penalty: 737.637939 Iteration 33Q: 3 clusters Score -115475.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -115478.078125 Penalty: 737.637939 Iteration 34Q: 3 clusters Score -115478.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -115478.507812 Penalty: 737.637939 Iteration 35Q: 3 clusters Score -115478.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -115478.734375 Penalty: 737.637939 Iteration 36Q: 3 clusters Score -115478.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -115478.859375 Penalty: 737.637939 Iteration 37Q: 3 clusters Score -115478.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -115478.859375 Penalty: 737.637939 Iteration 38F: 3 clusters Score -115478.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Entering Unmasked Estep Score: -27296.925781 Penalty: 317.635773 Iteration 0F: 2 clusters Score -27296.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -26467.378906 Penalty: 635.271545 Iteration 0F: 3 clusters Score -26467.38 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -26823.968750 Penalty: 635.271545 Iteration 1F: 3 clusters Score -26823.97 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -26892.316406 Penalty: 635.271545 Iteration 2F: 3 clusters Score -26892.32 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -26922.363281 Penalty: 635.271545 Iteration 3F: 3 clusters Score -26922.36 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -26943.029297 Penalty: 635.271545 Iteration 4Q: 3 clusters Score -26943.03 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -26964.212891 Penalty: 635.271545 Iteration 5Q: 3 clusters Score -26964.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -26972.960938 Penalty: 635.271545 Iteration 6Q: 3 clusters Score -26972.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -26982.027344 Penalty: 635.271545 Iteration 7Q: 3 clusters Score -26982.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -26987.828125 Penalty: 635.271545 Iteration 8Q: 3 clusters Score -26987.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -26995.503906 Penalty: 635.271545 Iteration 9Q: 3 clusters Score -26995.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -27004.058594 Penalty: 635.271545 Iteration 10Q: 3 clusters Score -27004.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -27010.804688 Penalty: 635.271545 Iteration 11Q: 3 clusters Score -27010.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -27021.798828 Penalty: 635.271545 Iteration 12Q: 3 clusters Score -27021.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -27030.423828 Penalty: 635.271545 Iteration 13Q: 3 clusters Score -27030.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -27033.359375 Penalty: 635.271545 Iteration 14Q: 3 clusters Score -27033.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -27035.677734 Penalty: 635.271545 Iteration 15Q: 3 clusters Score -27035.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -27038.435547 Penalty: 635.271545 Iteration 16Q: 3 clusters Score -27038.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -27041.113281 Penalty: 635.271545 Iteration 17Q: 3 clusters Score -27041.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27054.679688 Penalty: 635.271545 Iteration 18Q: 3 clusters Score -27054.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -27069.560547 Penalty: 635.271545 Iteration 19Q: 3 clusters Score -27069.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27089.472656 Penalty: 635.271545 Iteration 20F: 3 clusters Score -27089.47 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -27106.916016 Penalty: 635.271545 Iteration 21Q: 3 clusters Score -27106.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27123.101562 Penalty: 635.271545 Iteration 22Q: 3 clusters Score -27123.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -27138.050781 Penalty: 635.271545 Iteration 23Q: 3 clusters Score -27138.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -27152.708984 Penalty: 635.271545 Iteration 24Q: 3 clusters Score -27152.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -27170.843750 Penalty: 635.271545 Iteration 25Q: 3 clusters Score -27170.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -27184.666016 Penalty: 635.271545 Iteration 26Q: 3 clusters Score -27184.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -27191.804688 Penalty: 635.271545 Iteration 27Q: 3 clusters Score -27191.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -27193.664062 Penalty: 635.271545 Iteration 28Q: 3 clusters Score -27193.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -27196.039062 Penalty: 635.271545 Iteration 29Q: 3 clusters Score -27196.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -27197.507812 Penalty: 635.271545 Iteration 30Q: 3 clusters Score -27197.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -27199.091797 Penalty: 635.271545 Iteration 31Q: 3 clusters Score -27199.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -27200.835938 Penalty: 635.271545 Iteration 32Q: 3 clusters Score -27200.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -27203.816406 Penalty: 635.271545 Iteration 33Q: 3 clusters Score -27203.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -27204.794922 Penalty: 635.271545 Iteration 34Q: 3 clusters Score -27204.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -27205.486328 Penalty: 635.271545 Iteration 35Q: 3 clusters Score -27205.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -27206.447266 Penalty: 635.271545 Iteration 36Q: 3 clusters Score -27206.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27206.699219 Penalty: 635.271545 Iteration 37Q: 3 clusters Score -27206.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -27208.017578 Penalty: 635.271545 Iteration 38Q: 3 clusters Score -27208.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -27208.558594 Penalty: 635.271545 Iteration 39Q: 3 clusters Score -27208.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27209.419922 Penalty: 635.271545 Iteration 40F: 3 clusters Score -27209.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -27210.730469 Penalty: 635.271545 Iteration 41Q: 3 clusters Score -27210.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -27211.314453 Penalty: 635.271545 Iteration 42Q: 3 clusters Score -27211.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27211.433594 Penalty: 635.271545 Iteration 43Q: 3 clusters Score -27211.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -27211.433594 Penalty: 635.271545 Iteration 44F: 3 clusters Score -27211.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Entering Unmasked Estep Score: -26067.650391 Penalty: 305.934387 Iteration 0F: 2 clusters Score -26067.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -25371.332031 Penalty: 611.868774 Iteration 0F: 3 clusters Score -25371.33 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -25563.890625 Penalty: 611.868774 Iteration 1F: 3 clusters Score -25563.89 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -25596.095703 Penalty: 611.868774 Iteration 2F: 3 clusters Score -25596.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -25629.031250 Penalty: 611.868774 Iteration 3F: 3 clusters Score -25629.03 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -25648.498047 Penalty: 611.868774 Iteration 4Q: 3 clusters Score -25648.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -25661.900391 Penalty: 611.868774 Iteration 5Q: 3 clusters Score -25661.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -25666.273438 Penalty: 611.868774 Iteration 6Q: 3 clusters Score -25666.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -25671.738281 Penalty: 611.868774 Iteration 7Q: 3 clusters Score -25671.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -25679.148438 Penalty: 611.868774 Iteration 8Q: 3 clusters Score -25679.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -25685.970703 Penalty: 611.868774 Iteration 9Q: 3 clusters Score -25685.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -25693.187500 Penalty: 611.868774 Iteration 10Q: 3 clusters Score -25693.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -25698.484375 Penalty: 611.868774 Iteration 11Q: 3 clusters Score -25698.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -25701.669922 Penalty: 611.868774 Iteration 12Q: 3 clusters Score -25701.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -25706.576172 Penalty: 611.868774 Iteration 13Q: 3 clusters Score -25706.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -25713.753906 Penalty: 611.868774 Iteration 14Q: 3 clusters Score -25713.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -25723.121094 Penalty: 611.868774 Iteration 15Q: 3 clusters Score -25723.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -25728.705078 Penalty: 611.868774 Iteration 16Q: 3 clusters Score -25728.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -25732.636719 Penalty: 611.868774 Iteration 17Q: 3 clusters Score -25732.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -25737.312500 Penalty: 611.868774 Iteration 18Q: 3 clusters Score -25737.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -25745.748047 Penalty: 611.868774 Iteration 19Q: 3 clusters Score -25745.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -25750.328125 Penalty: 611.868774 Iteration 20F: 3 clusters Score -25750.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -25752.712891 Penalty: 611.868774 Iteration 21Q: 3 clusters Score -25752.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -25754.820312 Penalty: 611.868774 Iteration 22Q: 3 clusters Score -25754.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -25758.781250 Penalty: 611.868774 Iteration 23Q: 3 clusters Score -25758.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -25761.289062 Penalty: 611.868774 Iteration 24Q: 3 clusters Score -25761.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -25762.373047 Penalty: 611.868774 Iteration 25Q: 3 clusters Score -25762.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -25764.113281 Penalty: 611.868774 Iteration 26Q: 3 clusters Score -25764.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -25766.021484 Penalty: 611.868774 Iteration 27Q: 3 clusters Score -25766.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -25769.681641 Penalty: 611.868774 Iteration 28Q: 3 clusters Score -25769.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -25776.103516 Penalty: 611.868774 Iteration 29Q: 3 clusters Score -25776.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -25778.816406 Penalty: 611.868774 Iteration 30Q: 3 clusters Score -25778.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -25783.935547 Penalty: 611.868774 Iteration 31Q: 3 clusters Score -25783.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -25790.722656 Penalty: 611.868774 Iteration 32Q: 3 clusters Score -25790.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -25802.443359 Penalty: 611.868774 Iteration 33Q: 3 clusters Score -25802.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -25816.572266 Penalty: 611.868774 Iteration 34Q: 3 clusters Score -25816.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -25820.835938 Penalty: 611.868774 Iteration 35Q: 3 clusters Score -25820.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -25822.824219 Penalty: 611.868774 Iteration 36Q: 3 clusters Score -25822.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -25823.589844 Penalty: 611.868774 Iteration 37Q: 3 clusters Score -25823.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -25823.775391 Penalty: 611.868774 Iteration 38Q: 3 clusters Score -25823.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -25824.283203 Penalty: 611.868774 Iteration 39Q: 3 clusters Score -25824.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -25824.371094 Penalty: 611.868774 Iteration 40F: 3 clusters Score -25824.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Entering Unmasked Estep Score: -23697.087891 Penalty: 312.963867 Iteration 0F: 2 clusters Score -23697.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -22893.982422 Penalty: 625.927734 Iteration 0F: 3 clusters Score -22893.98 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -23143.664062 Penalty: 625.927734 Iteration 1F: 3 clusters Score -23143.66 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -23223.693359 Penalty: 625.927734 Iteration 2F: 3 clusters Score -23223.69 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -23276.810547 Penalty: 625.927734 Iteration 3F: 3 clusters Score -23276.81 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -23312.927734 Penalty: 625.927734 Iteration 4F: 3 clusters Score -23312.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -23346.242188 Penalty: 625.927734 Iteration 5Q: 3 clusters Score -23346.24 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -23373.605469 Penalty: 625.927734 Iteration 6Q: 3 clusters Score -23373.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -23392.228516 Penalty: 625.927734 Iteration 7Q: 3 clusters Score -23392.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -23406.953125 Penalty: 625.927734 Iteration 8Q: 3 clusters Score -23406.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -23414.775391 Penalty: 625.927734 Iteration 9Q: 3 clusters Score -23414.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -23422.232422 Penalty: 625.927734 Iteration 10Q: 3 clusters Score -23422.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -23428.535156 Penalty: 625.927734 Iteration 11Q: 3 clusters Score -23428.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -23437.613281 Penalty: 625.927734 Iteration 12Q: 3 clusters Score -23437.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -23440.646484 Penalty: 625.927734 Iteration 13Q: 3 clusters Score -23440.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -23443.390625 Penalty: 625.927734 Iteration 14Q: 3 clusters Score -23443.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -23444.990234 Penalty: 625.927734 Iteration 15Q: 3 clusters Score -23444.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -23447.992188 Penalty: 625.927734 Iteration 16Q: 3 clusters Score -23447.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -23449.509766 Penalty: 625.927734 Iteration 17Q: 3 clusters Score -23449.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -23451.500000 Penalty: 625.927734 Iteration 18Q: 3 clusters Score -23451.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -23453.742188 Penalty: 625.927734 Iteration 19Q: 3 clusters Score -23453.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -23454.376953 Penalty: 625.927734 Iteration 20F: 3 clusters Score -23454.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -23454.673828 Penalty: 625.927734 Iteration 21Q: 3 clusters Score -23454.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -23455.394531 Penalty: 625.927734 Iteration 22Q: 3 clusters Score -23455.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -23455.511719 Penalty: 625.927734 Iteration 23Q: 3 clusters Score -23455.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -23455.511719 Penalty: 625.927734 Iteration 24F: 3 clusters Score -23455.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Entering Unmasked Estep Score: -254889.796875 Penalty: 404.066650 Iteration 0F: 2 clusters Score -254889.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -250024.859375 Penalty: 808.133301 Iteration 0F: 3 clusters Score -250024.9 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -251886.359375 Penalty: 808.133301 Iteration 1F: 3 clusters Score -251886.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -252058.265625 Penalty: 808.133301 Iteration 2F: 3 clusters Score -252058.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -252234.531250 Penalty: 808.133301 Iteration 3F: 3 clusters Score -252234.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -252428.171875 Penalty: 808.133301 Iteration 4F: 3 clusters Score -252428.2 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -252677.546875 Penalty: 808.133301 Iteration 5F: 3 clusters Score -252677.5 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -253028.703125 Penalty: 808.133301 Iteration 6F: 3 clusters Score -253028.7 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -253514.656250 Penalty: 808.133301 Iteration 7F: 3 clusters Score -253514.7 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -253985.187500 Penalty: 808.133301 Iteration 8F: 3 clusters Score -253985.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -254266.687500 Penalty: 808.133301 Iteration 9Q: 3 clusters Score -254266.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -254405.421875 Penalty: 808.133301 Iteration 10Q: 3 clusters Score -254405.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -254483.062500 Penalty: 808.133301 Iteration 11Q: 3 clusters Score -254483.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -254527.906250 Penalty: 808.133301 Iteration 12Q: 3 clusters Score -254527.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -254539.515625 Penalty: 808.133301 Iteration 13Q: 3 clusters Score -254539.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -254547.359375 Penalty: 808.133301 Iteration 14Q: 3 clusters Score -254547.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -254551.812500 Penalty: 808.133301 Iteration 15Q: 3 clusters Score -254551.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -254552.234375 Penalty: 808.133301 Iteration 16Q: 3 clusters Score -254552.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -254552.750000 Penalty: 808.133301 Iteration 17Q: 3 clusters Score -254552.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -254552.750000 Penalty: 808.133301 Iteration 18F: 3 clusters Score -254552.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Entering Unmasked Estep Score: -90781.304688 Penalty: 359.697601 Iteration 0F: 2 clusters Score -90781.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -88879.187500 Penalty: 719.395203 Iteration 0F: 3 clusters Score -88879.19 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -89563.453125 Penalty: 719.395203 Iteration 1F: 3 clusters Score -89563.45 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -89651.609375 Penalty: 719.395203 Iteration 2F: 3 clusters Score -89651.61 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -89709.523438 Penalty: 719.395203 Iteration 3F: 3 clusters Score -89709.52 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -89740.703125 Penalty: 719.395203 Iteration 4Q: 3 clusters Score -89740.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -89763.585938 Penalty: 719.395203 Iteration 5Q: 3 clusters Score -89763.59 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -89797.140625 Penalty: 719.395203 Iteration 6Q: 3 clusters Score -89797.14 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -89834.304688 Penalty: 719.395203 Iteration 7Q: 3 clusters Score -89834.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -89875.476562 Penalty: 719.395203 Iteration 8Q: 3 clusters Score -89875.48 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -89927.921875 Penalty: 719.395203 Iteration 9Q: 3 clusters Score -89927.92 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -89986.226562 Penalty: 719.395203 Iteration 10Q: 3 clusters Score -89986.23 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -90038.593750 Penalty: 719.395203 Iteration 11Q: 3 clusters Score -90038.59 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -90082.984375 Penalty: 719.395203 Iteration 12Q: 3 clusters Score -90082.98 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -90132.835938 Penalty: 719.395203 Iteration 13Q: 3 clusters Score -90132.84 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -90166.429688 Penalty: 719.395203 Iteration 14Q: 3 clusters Score -90166.43 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -90187.195312 Penalty: 719.395203 Iteration 15Q: 3 clusters Score -90187.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -90201.726562 Penalty: 719.395203 Iteration 16Q: 3 clusters Score -90201.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -90214.289062 Penalty: 719.395203 Iteration 17Q: 3 clusters Score -90214.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -90220.359375 Penalty: 719.395203 Iteration 18Q: 3 clusters Score -90220.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -90222.937500 Penalty: 719.395203 Iteration 19Q: 3 clusters Score -90222.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -90224.242188 Penalty: 719.395203 Iteration 20F: 3 clusters Score -90224.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -90226.273438 Penalty: 719.395203 Iteration 21Q: 3 clusters Score -90226.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -90229.476562 Penalty: 719.395203 Iteration 22Q: 3 clusters Score -90229.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -90232.039062 Penalty: 719.395203 Iteration 23Q: 3 clusters Score -90232.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -90234.460938 Penalty: 719.395203 Iteration 24Q: 3 clusters Score -90234.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -90237.203125 Penalty: 719.395203 Iteration 25Q: 3 clusters Score -90237.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -90241.515625 Penalty: 719.395203 Iteration 26Q: 3 clusters Score -90241.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -90244.468750 Penalty: 719.395203 Iteration 27Q: 3 clusters Score -90244.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -90247.007812 Penalty: 719.395203 Iteration 28Q: 3 clusters Score -90247.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -90250.234375 Penalty: 719.395203 Iteration 29Q: 3 clusters Score -90250.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -90252.750000 Penalty: 719.395203 Iteration 30Q: 3 clusters Score -90252.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -90254.921875 Penalty: 719.395203 Iteration 31Q: 3 clusters Score -90254.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -90257.382812 Penalty: 719.395203 Iteration 32Q: 3 clusters Score -90257.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -90259.695312 Penalty: 719.395203 Iteration 33Q: 3 clusters Score -90259.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -90261.937500 Penalty: 719.395203 Iteration 34Q: 3 clusters Score -90261.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -90263.132812 Penalty: 719.395203 Iteration 35Q: 3 clusters Score -90263.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -90264.500000 Penalty: 719.395203 Iteration 36Q: 3 clusters Score -90264.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -90265.351562 Penalty: 719.395203 Iteration 37Q: 3 clusters Score -90265.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -90266.273438 Penalty: 719.395203 Iteration 38Q: 3 clusters Score -90266.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -90267.398438 Penalty: 719.395203 Iteration 39Q: 3 clusters Score -90267.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -90268.921875 Penalty: 719.395203 Iteration 40F: 3 clusters Score -90268.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -90272.171875 Penalty: 719.395203 Iteration 41Q: 3 clusters Score -90272.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -90274.539062 Penalty: 719.395203 Iteration 42Q: 3 clusters Score -90274.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -90278.968750 Penalty: 719.395203 Iteration 43Q: 3 clusters Score -90278.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -90283.718750 Penalty: 719.395203 Iteration 44Q: 3 clusters Score -90283.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -90288.757812 Penalty: 719.395203 Iteration 45Q: 3 clusters Score -90288.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -90296.945312 Penalty: 719.395203 Iteration 46Q: 3 clusters Score -90296.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -90309.187500 Penalty: 719.395203 Iteration 47Q: 3 clusters Score -90309.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -90320.242188 Penalty: 719.395203 Iteration 48Q: 3 clusters Score -90320.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -90329.351562 Penalty: 719.395203 Iteration 49Q: 3 clusters Score -90329.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -90335.984375 Penalty: 719.395203 Iteration 50Q: 3 clusters Score -90335.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -90342.000000 Penalty: 719.395203 Iteration 51Q: 3 clusters Score -90342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -90345.039062 Penalty: 719.395203 Iteration 52Q: 3 clusters Score -90345.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90347.085938 Penalty: 719.395203 Iteration 53Q: 3 clusters Score -90347.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -90348.882812 Penalty: 719.395203 Iteration 54Q: 3 clusters Score -90348.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -90349.992188 Penalty: 719.395203 Iteration 55Q: 3 clusters Score -90349.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -90350.812500 Penalty: 719.395203 Iteration 56Q: 3 clusters Score -90350.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -90352.414062 Penalty: 719.395203 Iteration 57Q: 3 clusters Score -90352.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -90353.546875 Penalty: 719.395203 Iteration 58Q: 3 clusters Score -90353.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -90353.789062 Penalty: 719.395203 Iteration 59Q: 3 clusters Score -90353.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -90354.203125 Penalty: 719.395203 Iteration 60F: 3 clusters Score -90354.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -23322.380859 Penalty: 301.756073 Iteration 0F: 2 clusters Score -23322.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -22670.960938 Penalty: 603.512146 Iteration 0F: 3 clusters Score -22670.96 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -22845.783203 Penalty: 603.512146 Iteration 1F: 3 clusters Score -22845.78 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -22904.863281 Penalty: 603.512146 Iteration 2F: 3 clusters Score -22904.86 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -22936.699219 Penalty: 603.512146 Iteration 3F: 3 clusters Score -22936.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -22969.675781 Penalty: 603.512146 Iteration 4F: 3 clusters Score -22969.68 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -23003.886719 Penalty: 603.512146 Iteration 5F: 3 clusters Score -23003.89 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23021.427734 Penalty: 603.512146 Iteration 6Q: 3 clusters Score -23021.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -23037.701172 Penalty: 603.512146 Iteration 7Q: 3 clusters Score -23037.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -23054.400391 Penalty: 603.512146 Iteration 8Q: 3 clusters Score -23054.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -23075.281250 Penalty: 603.512146 Iteration 9Q: 3 clusters Score -23075.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -23085.355469 Penalty: 603.512146 Iteration 10Q: 3 clusters Score -23085.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -23091.425781 Penalty: 603.512146 Iteration 11Q: 3 clusters Score -23091.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -23096.167969 Penalty: 603.512146 Iteration 12Q: 3 clusters Score -23096.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23098.623047 Penalty: 603.512146 Iteration 13Q: 3 clusters Score -23098.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23099.027344 Penalty: 603.512146 Iteration 14Q: 3 clusters Score -23099.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23099.923828 Penalty: 603.512146 Iteration 15Q: 3 clusters Score -23099.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23100.443359 Penalty: 603.512146 Iteration 16Q: 3 clusters Score -23100.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23101.500000 Penalty: 603.512146 Iteration 17Q: 3 clusters Score -23101.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23101.500000 Penalty: 603.512146 Iteration 18F: 3 clusters Score -23101.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Entering Unmasked Estep Score: -268521.437500 Penalty: 406.816498 Iteration 0F: 2 clusters Score -268521.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -263470.843750 Penalty: 813.632996 Iteration 0F: 3 clusters Score -263470.8 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -265475.156250 Penalty: 813.632996 Iteration 1F: 3 clusters Score -265475.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -265630.125000 Penalty: 813.632996 Iteration 2Q: 3 clusters Score -265630.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -265820.406250 Penalty: 813.632996 Iteration 3F: 3 clusters Score -265820.4 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -266017.468750 Penalty: 813.632996 Iteration 4F: 3 clusters Score -266017.5 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -266176.468750 Penalty: 813.632996 Iteration 5Q: 3 clusters Score -266176.5 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -266330.875000 Penalty: 813.632996 Iteration 6Q: 3 clusters Score -266330.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -266522.406250 Penalty: 813.632996 Iteration 7Q: 3 clusters Score -266522.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -266770.843750 Penalty: 813.632996 Iteration 8F: 3 clusters Score -266770.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -267080.625000 Penalty: 813.632996 Iteration 9F: 3 clusters Score -267080.6 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -267421.093750 Penalty: 813.632996 Iteration 10F: 3 clusters Score -267421.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -267725.250000 Penalty: 813.632996 Iteration 11Q: 3 clusters Score -267725.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -267923.437500 Penalty: 813.632996 Iteration 12Q: 3 clusters Score -267923.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -268026.093750 Penalty: 813.632996 Iteration 13Q: 3 clusters Score -268026.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -268081.531250 Penalty: 813.632996 Iteration 14Q: 3 clusters Score -268081.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -268118.906250 Penalty: 813.632996 Iteration 15Q: 3 clusters Score -268118.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -268140.625000 Penalty: 813.632996 Iteration 16Q: 3 clusters Score -268140.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -268153.718750 Penalty: 813.632996 Iteration 17Q: 3 clusters Score -268153.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -268157.437500 Penalty: 813.632996 Iteration 18Q: 3 clusters Score -268157.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -268163.437500 Penalty: 813.632996 Iteration 19Q: 3 clusters Score -268163.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -268164.312500 Penalty: 813.632996 Iteration 20F: 3 clusters Score -268164.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -268170.062500 Penalty: 813.632996 Iteration 21Q: 3 clusters Score -268170.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -268172.812500 Penalty: 813.632996 Iteration 22Q: 3 clusters Score -268172.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -268178.375000 Penalty: 813.632996 Iteration 23Q: 3 clusters Score -268178.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -268182.312500 Penalty: 813.632996 Iteration 24Q: 3 clusters Score -268182.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -268182.312500 Penalty: 813.632996 Iteration 25F: 3 clusters Score -268182.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Entering Unmasked Estep Score: -2878.840576 Penalty: 238.978455 Iteration 0F: 2 clusters Score -2878.841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -2596.678467 Penalty: 477.956909 Iteration 0F: 3 clusters Score -2596.678 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -2676.385254 Penalty: 477.956909 Iteration 1F: 3 clusters Score -2676.385 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -2700.593994 Penalty: 477.956909 Iteration 2F: 3 clusters Score -2700.594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -2712.707764 Penalty: 477.956909 Iteration 3Q: 3 clusters Score -2712.708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -2715.117920 Penalty: 477.956909 Iteration 4Q: 3 clusters Score -2715.118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -2715.117920 Penalty: 477.956909 Iteration 5F: 3 clusters Score -2715.118 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Entering Unmasked Estep Score: -48583.027344 Penalty: 332.294250 Iteration 0F: 2 clusters Score -48583.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -47468.730469 Penalty: 664.588501 Iteration 0F: 3 clusters Score -47468.73 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -47847.640625 Penalty: 664.588501 Iteration 1F: 3 clusters Score -47847.64 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -47968.156250 Penalty: 664.588501 Iteration 2F: 3 clusters Score -47968.16 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -48045.769531 Penalty: 664.588501 Iteration 3F: 3 clusters Score -48045.77 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -48106.800781 Penalty: 664.588501 Iteration 4F: 3 clusters Score -48106.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -48158.585938 Penalty: 664.588501 Iteration 5Q: 3 clusters Score -48158.59 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -48198.734375 Penalty: 664.588501 Iteration 6Q: 3 clusters Score -48198.73 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -48220.355469 Penalty: 664.588501 Iteration 7Q: 3 clusters Score -48220.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -48230.566406 Penalty: 664.588501 Iteration 8Q: 3 clusters Score -48230.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -48238.371094 Penalty: 664.588501 Iteration 9Q: 3 clusters Score -48238.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -48245.289062 Penalty: 664.588501 Iteration 10Q: 3 clusters Score -48245.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -48251.085938 Penalty: 664.588501 Iteration 11Q: 3 clusters Score -48251.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -48259.347656 Penalty: 664.588501 Iteration 12Q: 3 clusters Score -48259.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -48263.371094 Penalty: 664.588501 Iteration 13Q: 3 clusters Score -48263.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -48265.246094 Penalty: 664.588501 Iteration 14Q: 3 clusters Score -48265.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -48267.312500 Penalty: 664.588501 Iteration 15Q: 3 clusters Score -48267.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -48269.394531 Penalty: 664.588501 Iteration 16Q: 3 clusters Score -48269.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -48271.972656 Penalty: 664.588501 Iteration 17Q: 3 clusters Score -48271.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -48275.542969 Penalty: 664.588501 Iteration 18Q: 3 clusters Score -48275.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -48280.238281 Penalty: 664.588501 Iteration 19Q: 3 clusters Score -48280.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -48285.121094 Penalty: 664.588501 Iteration 20F: 3 clusters Score -48285.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -48288.898438 Penalty: 664.588501 Iteration 21Q: 3 clusters Score -48288.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -48290.574219 Penalty: 664.588501 Iteration 22Q: 3 clusters Score -48290.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48292.199219 Penalty: 664.588501 Iteration 23Q: 3 clusters Score -48292.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -48293.500000 Penalty: 664.588501 Iteration 24Q: 3 clusters Score -48293.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -48294.757812 Penalty: 664.588501 Iteration 25Q: 3 clusters Score -48294.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -48295.074219 Penalty: 664.588501 Iteration 26Q: 3 clusters Score -48295.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -48295.074219 Penalty: 664.588501 Iteration 27F: 3 clusters Score -48295.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Entering Unmasked Estep Score: -95300.226562 Penalty: 365.131226 Iteration 0F: 2 clusters Score -95300.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -93231.382812 Penalty: 730.262451 Iteration 0F: 3 clusters Score -93231.38 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -94006.750000 Penalty: 730.262451 Iteration 1F: 3 clusters Score -94006.75 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -94183.476562 Penalty: 730.262451 Iteration 2F: 3 clusters Score -94183.48 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -94374.101562 Penalty: 730.262451 Iteration 3F: 3 clusters Score -94374.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -94511.906250 Penalty: 730.262451 Iteration 4F: 3 clusters Score -94511.91 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -94626.796875 Penalty: 730.262451 Iteration 5Q: 3 clusters Score -94626.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -94744.640625 Penalty: 730.262451 Iteration 6Q: 3 clusters Score -94744.64 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -94833.031250 Penalty: 730.262451 Iteration 7Q: 3 clusters Score -94833.03 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -94889.085938 Penalty: 730.262451 Iteration 8Q: 3 clusters Score -94889.09 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -94928.039062 Penalty: 730.262451 Iteration 9Q: 3 clusters Score -94928.04 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -94957.015625 Penalty: 730.262451 Iteration 10Q: 3 clusters Score -94957.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -94977.539062 Penalty: 730.262451 Iteration 11Q: 3 clusters Score -94977.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -94989.171875 Penalty: 730.262451 Iteration 12Q: 3 clusters Score -94989.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -94997.257812 Penalty: 730.262451 Iteration 13Q: 3 clusters Score -94997.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -95005.125000 Penalty: 730.262451 Iteration 14Q: 3 clusters Score -95005.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -95010.203125 Penalty: 730.262451 Iteration 15Q: 3 clusters Score -95010.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -95017.125000 Penalty: 730.262451 Iteration 16Q: 3 clusters Score -95017.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -95021.859375 Penalty: 730.262451 Iteration 17Q: 3 clusters Score -95021.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -95025.695312 Penalty: 730.262451 Iteration 18Q: 3 clusters Score -95025.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -95030.414062 Penalty: 730.262451 Iteration 19Q: 3 clusters Score -95030.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -95032.546875 Penalty: 730.262451 Iteration 20F: 3 clusters Score -95032.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -95034.976562 Penalty: 730.262451 Iteration 21Q: 3 clusters Score -95034.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -95037.453125 Penalty: 730.262451 Iteration 22Q: 3 clusters Score -95037.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -95040.109375 Penalty: 730.262451 Iteration 23Q: 3 clusters Score -95040.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -95043.046875 Penalty: 730.262451 Iteration 24Q: 3 clusters Score -95043.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -95045.484375 Penalty: 730.262451 Iteration 25Q: 3 clusters Score -95045.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -95048.046875 Penalty: 730.262451 Iteration 26Q: 3 clusters Score -95048.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -95050.265625 Penalty: 730.262451 Iteration 27Q: 3 clusters Score -95050.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -95051.968750 Penalty: 730.262451 Iteration 28Q: 3 clusters Score -95051.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -95055.304688 Penalty: 730.262451 Iteration 29Q: 3 clusters Score -95055.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -95056.914062 Penalty: 730.262451 Iteration 30Q: 3 clusters Score -95056.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -95058.109375 Penalty: 730.262451 Iteration 31Q: 3 clusters Score -95058.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -95058.390625 Penalty: 730.262451 Iteration 32Q: 3 clusters Score -95058.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -95058.609375 Penalty: 730.262451 Iteration 33Q: 3 clusters Score -95058.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -95059.054688 Penalty: 730.262451 Iteration 34Q: 3 clusters Score -95059.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -95059.078125 Penalty: 730.262451 Iteration 35Q: 3 clusters Score -95059.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -95059.078125 Penalty: 730.262451 Iteration 36F: 3 clusters Score -95059.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (21063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21063 members Entering Unmasked Estep Score: -796040.437500 Penalty: 452.964935 Iteration 0F: 2 clusters Score -796040.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -781965.625000 Penalty: 905.929871 Iteration 0F: 3 clusters Score -781965.6 nChanged 10096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -788016.562500 Penalty: 905.929871 Iteration 1F: 3 clusters Score -788016.6 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 11918 members Entering Unmasked Estep Score: -788527.937500 Penalty: 905.929871 Iteration 2F: 3 clusters Score -788527.9 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -789195.625000 Penalty: 905.929871 Iteration 3F: 3 clusters Score -789195.6 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -790142.375000 Penalty: 905.929871 Iteration 4F: 3 clusters Score -790142.4 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 14417 members Entering Unmasked Estep Score: -791228.000000 Penalty: 905.929871 Iteration 5F: 3 clusters Score -791228 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 15143 members Entering Unmasked Estep Score: -792202.875000 Penalty: 905.929871 Iteration 6F: 3 clusters Score -792202.9 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 15717 members Entering Unmasked Estep Score: -792833.375000 Penalty: 905.929871 Iteration 7Q: 3 clusters Score -792833.4 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 16207 members Entering Unmasked Estep Score: -793185.250000 Penalty: 905.929871 Iteration 8Q: 3 clusters Score -793185.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -793454.750000 Penalty: 905.929871 Iteration 9Q: 3 clusters Score -793454.8 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 17135 members Entering Unmasked Estep Score: -793684.062500 Penalty: 905.929871 Iteration 10Q: 3 clusters Score -793684.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -793895.687500 Penalty: 905.929871 Iteration 11Q: 3 clusters Score -793895.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 17986 members Entering Unmasked Estep Score: -794090.500000 Penalty: 905.929871 Iteration 12Q: 3 clusters Score -794090.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -794258.375000 Penalty: 905.929871 Iteration 13Q: 3 clusters Score -794258.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -794427.562500 Penalty: 905.929871 Iteration 14Q: 3 clusters Score -794427.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 19005 members Entering Unmasked Estep Score: -794592.750000 Penalty: 905.929871 Iteration 15Q: 3 clusters Score -794592.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 19279 members Entering Unmasked Estep Score: -794744.250000 Penalty: 905.929871 Iteration 16Q: 3 clusters Score -794744.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -794906.187500 Penalty: 905.929871 Iteration 17Q: 3 clusters Score -794906.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 19793 members Entering Unmasked Estep Score: -795042.375000 Penalty: 905.929871 Iteration 18Q: 3 clusters Score -795042.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 19991 members Entering Unmasked Estep Score: -795151.125000 Penalty: 905.929871 Iteration 19Q: 3 clusters Score -795151.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 20161 members Entering Unmasked Estep Score: -795234.812500 Penalty: 905.929871 Iteration 20F: 3 clusters Score -795234.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 20298 members Entering Unmasked Estep Score: -795310.062500 Penalty: 905.929871 Iteration 21Q: 3 clusters Score -795310.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 20431 members Entering Unmasked Estep Score: -795381.937500 Penalty: 905.929871 Iteration 22Q: 3 clusters Score -795381.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -795445.187500 Penalty: 905.929871 Iteration 23Q: 3 clusters Score -795445.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -795510.375000 Penalty: 905.929871 Iteration 24Q: 3 clusters Score -795510.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 20697 members Entering Unmasked Estep Score: -795543.875000 Penalty: 905.929871 Iteration 25Q: 3 clusters Score -795543.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 20738 members Entering Unmasked Estep Score: -795563.125000 Penalty: 905.929871 Iteration 26Q: 3 clusters Score -795563.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 20775 members Entering Unmasked Estep Score: -795584.937500 Penalty: 905.929871 Iteration 27Q: 3 clusters Score -795584.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -795606.562500 Penalty: 905.929871 Iteration 28Q: 3 clusters Score -795606.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -795625.812500 Penalty: 905.929871 Iteration 29Q: 3 clusters Score -795625.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 20853 members Entering Unmasked Estep Score: -795638.000000 Penalty: 905.929871 Iteration 30Q: 3 clusters Score -795638 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 20867 members Entering Unmasked Estep Score: -795644.000000 Penalty: 905.929871 Iteration 31Q: 3 clusters Score -795644 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 20878 members Entering Unmasked Estep Score: -795651.000000 Penalty: 905.929871 Iteration 32Q: 3 clusters Score -795651 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 20887 members Entering Unmasked Estep Score: -795660.437500 Penalty: 905.929871 Iteration 33Q: 3 clusters Score -795660.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 20892 members Entering Unmasked Estep Score: -795662.187500 Penalty: 905.929871 Iteration 34Q: 3 clusters Score -795662.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 20894 members Entering Unmasked Estep Score: -795664.250000 Penalty: 905.929871 Iteration 35Q: 3 clusters Score -795664.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 20896 members Entering Unmasked Estep Score: -795667.437500 Penalty: 905.929871 Iteration 36Q: 3 clusters Score -795667.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -795673.562500 Penalty: 905.929871 Iteration 37Q: 3 clusters Score -795673.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 20902 members Entering Unmasked Estep Score: -795678.000000 Penalty: 905.929871 Iteration 38Q: 3 clusters Score -795678 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 20905 members Entering Unmasked Estep Score: -795680.625000 Penalty: 905.929871 Iteration 39Q: 3 clusters Score -795680.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -795682.062500 Penalty: 905.929871 Iteration 40F: 3 clusters Score -795682.1 nChanged 0 20->15 Clusters: Score -3237263.500000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 94067 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4664 members Mstep: Class 3 contains 4646 members Mstep: Class 4 contains 4676 members Mstep: Class 5 contains 4794 members Mstep: Class 6 contains 4691 members Mstep: Class 7 contains 4622 members Mstep: Class 8 contains 4772 members Mstep: Class 9 contains 4701 members Mstep: Class 10 contains 4681 members Mstep: Class 11 contains 4667 members Mstep: Class 12 contains 4722 members Mstep: Class 13 contains 4641 members Mstep: Class 14 contains 4680 members Mstep: Class 15 contains 4612 members Mstep: Class 16 contains 4652 members Mstep: Class 17 contains 4890 members Mstep: Class 18 contains 4710 members Mstep: Class 19 contains 4755 members Mstep: Class 20 contains 4715 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 215.860764 but Gain 521.054688 Score: -2832311.250000 Penalty: 9900.048828 Iteration 0F: 20 clusters Score -2832311 nChanged 89000 Entering Unmasked Mstep Mstep: Class 0 contains 602 members Mstep: Class 1 contains 48892 members Mstep: Class 2 contains 2302 members Mstep: Class 3 contains 1918 members Mstep: Class 4 contains 3647 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 2746 members Mstep: Class 7 contains 950 members Mstep: Class 8 contains 1405 members Mstep: Class 9 contains 3564 members Mstep: Class 10 contains 3912 members Mstep: Class 11 contains 1648 members Mstep: Class 12 contains 2389 members Mstep: Class 13 contains 1613 members Mstep: Class 14 contains 1077 members Mstep: Class 15 contains 5209 members Mstep: Class 16 contains 1784 members Mstep: Class 18 contains 1585 members Mstep: Class 19 contains 3612 members Mstep: Class 20 contains 922 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 511.810669 but Gain 521.055664 Score: -3117880.000000 Penalty: 9378.993164 Iteration 1F: 19 clusters Score -3117880 nChanged 25655 Entering Unmasked Mstep Mstep: Class 0 contains 336 members Mstep: Class 1 contains 63872 members Mstep: Class 2 contains 1077 members Mstep: Class 3 contains 1464 members Mstep: Class 4 contains 2086 members Mstep: Class 5 contains 2456 members Mstep: Class 6 contains 2689 members Mstep: Class 7 contains 720 members Mstep: Class 8 contains 1111 members Mstep: Class 9 contains 2106 members Mstep: Class 10 contains 2536 members Mstep: Class 11 contains 1371 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 1379 members Mstep: Class 15 contains 3566 members Mstep: Class 16 contains 1065 members Mstep: Class 18 contains 1426 members Mstep: Class 19 contains 2759 members Mstep: Class 20 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -3157144.750000 Penalty: 9378.993164 Iteration 2F: 19 clusters Score -3157145 nChanged 12974 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 72181 members Mstep: Class 2 contains 526 members Mstep: Class 3 contains 1521 members Mstep: Class 4 contains 1211 members Mstep: Class 5 contains 1436 members Mstep: Class 6 contains 2894 members Mstep: Class 7 contains 527 members Mstep: Class 8 contains 1085 members Mstep: Class 9 contains 1315 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 1155 members Mstep: Class 12 contains 689 members Mstep: Class 13 contains 1137 members Mstep: Class 15 contains 1671 members Mstep: Class 16 contains 829 members Mstep: Class 18 contains 1186 members Mstep: Class 19 contains 2447 members Mstep: Class 20 contains 626 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 433.152191 but Gain 521.054688 Score: -3173255.000000 Penalty: 8857.938477 Iteration 3F: 18 clusters Score -3173255 nChanged 6904 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 76001 members Mstep: Class 3 contains 1641 members Mstep: Class 4 contains 786 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 2887 members Mstep: Class 7 contains 418 members Mstep: Class 8 contains 1293 members Mstep: Class 9 contains 960 members Mstep: Class 10 contains 933 members Mstep: Class 11 contains 960 members Mstep: Class 12 contains 424 members Mstep: Class 13 contains 1053 members Mstep: Class 15 contains 829 members Mstep: Class 16 contains 690 members Mstep: Class 18 contains 973 members Mstep: Class 19 contains 2489 members Mstep: Class 20 contains 632 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 399.082764 but Gain 521.055664 Score: -3180942.500000 Penalty: 8336.882812 Iteration 4F: 17 clusters Score -3180942 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 77493 members Mstep: Class 3 contains 1823 members Mstep: Class 4 contains 546 members Mstep: Class 5 contains 759 members Mstep: Class 6 contains 2826 members Mstep: Class 7 contains 313 members Mstep: Class 8 contains 1554 members Mstep: Class 9 contains 744 members Mstep: Class 10 contains 689 members Mstep: Class 11 contains 734 members Mstep: Class 13 contains 1036 members Mstep: Class 15 contains 573 members Mstep: Class 16 contains 585 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 719 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 401.529266 but Gain 521.055176 Score: -3184922.500000 Penalty: 7815.827637 Iteration 5Q: 16 clusters Score -3184922 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 77845 members Mstep: Class 3 contains 2104 members Mstep: Class 4 contains 405 members Mstep: Class 5 contains 638 members Mstep: Class 6 contains 2742 members Mstep: Class 8 contains 1817 members Mstep: Class 9 contains 596 members Mstep: Class 10 contains 550 members Mstep: Class 11 contains 547 members Mstep: Class 13 contains 1050 members Mstep: Class 15 contains 557 members Mstep: Class 16 contains 526 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 2984 members Mstep: Class 20 contains 862 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 450.824249 but Gain 521.055176 Score: -3187332.250000 Penalty: 7294.772461 Iteration 6Q: 15 clusters Score -3187332 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 77848 members Mstep: Class 3 contains 2432 members Mstep: Class 5 contains 555 members Mstep: Class 6 contains 2557 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 552 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 475 members Mstep: Class 13 contains 1063 members Mstep: Class 15 contains 601 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 726 members Mstep: Class 19 contains 3229 members Mstep: Class 20 contains 883 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 482.517609 but Gain 521.055176 Score: -3189144.000000 Penalty: 6773.717285 Iteration 7Q: 14 clusters Score -3189144 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 77626 members Mstep: Class 3 contains 3001 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 2341 members Mstep: Class 8 contains 2423 members Mstep: Class 9 contains 498 members Mstep: Class 11 contains 434 members Mstep: Class 13 contains 1083 members Mstep: Class 15 contains 663 members Mstep: Class 16 contains 454 members Mstep: Class 18 contains 692 members Mstep: Class 19 contains 3396 members Mstep: Class 20 contains 887 members Entering Unmasked Estep ConsiderDeletion Score: -3190693.500000 Penalty: 6773.717285 Iteration 8Q: 14 clusters Score -3190694 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 77228 members Mstep: Class 3 contains 3372 members Mstep: Class 5 contains 448 members Mstep: Class 6 contains 2112 members Mstep: Class 8 contains 2698 members Mstep: Class 9 contains 470 members Mstep: Class 11 contains 418 members Mstep: Class 13 contains 1035 members Mstep: Class 15 contains 740 members Mstep: Class 16 contains 429 members Mstep: Class 18 contains 643 members Mstep: Class 19 contains 3516 members Mstep: Class 20 contains 884 members Entering Unmasked Estep ConsiderDeletion Score: -3191441.000000 Penalty: 6773.717285 Iteration 9Q: 14 clusters Score -3191441 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 76862 members Mstep: Class 3 contains 3626 members Mstep: Class 5 contains 414 members Mstep: Class 6 contains 1976 members Mstep: Class 8 contains 2946 members Mstep: Class 9 contains 447 members Mstep: Class 11 contains 414 members Mstep: Class 13 contains 999 members Mstep: Class 15 contains 813 members Mstep: Class 16 contains 413 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 3598 members Mstep: Class 20 contains 876 members Entering Unmasked Estep ConsiderDeletion Score: -3191958.750000 Penalty: 6773.717285 Iteration 10Q: 14 clusters Score -3191959 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 76549 members Mstep: Class 3 contains 3786 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 1881 members Mstep: Class 8 contains 3165 members Mstep: Class 9 contains 435 members Mstep: Class 11 contains 415 members Mstep: Class 13 contains 963 members Mstep: Class 15 contains 906 members Mstep: Class 16 contains 409 members Mstep: Class 18 contains 588 members Mstep: Class 19 contains 3644 members Mstep: Class 20 contains 869 members Entering Unmasked Estep ConsiderDeletion Score: -3192353.000000 Penalty: 6773.717285 Iteration 11Q: 14 clusters Score -3192353 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 76246 members Mstep: Class 3 contains 3870 members Mstep: Class 5 contains 357 members Mstep: Class 6 contains 1828 members Mstep: Class 8 contains 3345 members Mstep: Class 9 contains 443 members Mstep: Class 11 contains 418 members Mstep: Class 13 contains 927 members Mstep: Class 15 contains 1017 members Mstep: Class 16 contains 415 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 3673 members Mstep: Class 20 contains 870 members Entering Unmasked Estep ConsiderDeletion Score: -3192676.250000 Penalty: 6773.717285 Iteration 12Q: 14 clusters Score -3192676 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75979 members Mstep: Class 3 contains 3922 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 1794 members Mstep: Class 8 contains 3500 members Mstep: Class 9 contains 463 members Mstep: Class 11 contains 412 members Mstep: Class 13 contains 890 members Mstep: Class 15 contains 1125 members Mstep: Class 16 contains 424 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 3698 members Mstep: Class 20 contains 867 members Entering Unmasked Estep ConsiderDeletion Score: -3192911.500000 Penalty: 6773.717285 Iteration 13Q: 14 clusters Score -3192912 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75737 members Mstep: Class 3 contains 3954 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 1774 members Mstep: Class 8 contains 3630 members Mstep: Class 9 contains 477 members Mstep: Class 11 contains 411 members Mstep: Class 13 contains 854 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 421 members Mstep: Class 18 contains 585 members Mstep: Class 19 contains 3717 members Mstep: Class 20 contains 864 members Entering Unmasked Estep ConsiderDeletion Score: -3193076.000000 Penalty: 6773.717285 Iteration 14Q: 14 clusters Score -3193076 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75516 members Mstep: Class 3 contains 3981 members Mstep: Class 5 contains 311 members Mstep: Class 6 contains 1761 members Mstep: Class 8 contains 3742 members Mstep: Class 9 contains 489 members Mstep: Class 11 contains 409 members Mstep: Class 13 contains 824 members Mstep: Class 15 contains 1359 members Mstep: Class 16 contains 420 members Mstep: Class 18 contains 587 members Mstep: Class 19 contains 3731 members Mstep: Class 20 contains 864 members Entering Unmasked Estep ConsiderDeletion Score: -3193215.000000 Penalty: 6773.717285 Iteration 15Q: 14 clusters Score -3193215 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75319 members Mstep: Class 3 contains 4005 members Mstep: Class 5 contains 309 members Mstep: Class 6 contains 1758 members Mstep: Class 8 contains 3811 members Mstep: Class 9 contains 508 members Mstep: Class 11 contains 412 members Mstep: Class 13 contains 797 members Mstep: Class 15 contains 1468 members Mstep: Class 16 contains 425 members Mstep: Class 18 contains 582 members Mstep: Class 19 contains 3735 members Mstep: Class 20 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -3193339.750000 Penalty: 6773.717285 Iteration 16Q: 14 clusters Score -3193340 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75153 members Mstep: Class 3 contains 4028 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 1755 members Mstep: Class 8 contains 3881 members Mstep: Class 9 contains 527 members Mstep: Class 11 contains 417 members Mstep: Class 13 contains 777 members Mstep: Class 15 contains 1563 members Mstep: Class 16 contains 426 members Mstep: Class 18 contains 576 members Mstep: Class 19 contains 3725 members Mstep: Class 20 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -3193424.000000 Penalty: 6773.717285 Iteration 17Q: 14 clusters Score -3193424 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 75022 members Mstep: Class 3 contains 4043 members Mstep: Class 5 contains 298 members Mstep: Class 6 contains 1751 members Mstep: Class 8 contains 3935 members Mstep: Class 9 contains 537 members Mstep: Class 11 contains 419 members Mstep: Class 13 contains 765 members Mstep: Class 15 contains 1630 members Mstep: Class 16 contains 428 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 3718 members Mstep: Class 20 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -3193486.250000 Penalty: 6773.717285 Iteration 18Q: 14 clusters Score -3193486 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 74892 members Mstep: Class 3 contains 4055 members Mstep: Class 5 contains 297 members Mstep: Class 6 contains 1750 members Mstep: Class 8 contains 3976 members Mstep: Class 9 contains 547 members Mstep: Class 11 contains 418 members Mstep: Class 13 contains 753 members Mstep: Class 15 contains 1731 members Mstep: Class 16 contains 434 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 3699 members Mstep: Class 20 contains 865 members Entering Unmasked Estep ConsiderDeletion Score: -3193559.750000 Penalty: 6773.717285 Iteration 19Q: 14 clusters Score -3193560 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 74780 members Mstep: Class 3 contains 4073 members Mstep: Class 5 contains 301 members Mstep: Class 6 contains 1751 members Mstep: Class 8 contains 4005 members Mstep: Class 9 contains 556 members Mstep: Class 11 contains 421 members Mstep: Class 13 contains 737 members Mstep: Class 15 contains 1815 members Mstep: Class 16 contains 435 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 3677 members Mstep: Class 20 contains 864 members Entering Unmasked Estep ConsiderDeletion Score: -3193938.500000 Penalty: 6773.717285 Iteration 20F: 14 clusters Score -3193938 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 74661 members Mstep: Class 3 contains 4235 members Mstep: Class 5 contains 308 members Mstep: Class 6 contains 1629 members Mstep: Class 8 contains 4042 members Mstep: Class 9 contains 582 members Mstep: Class 11 contains 422 members Mstep: Class 13 contains 702 members Mstep: Class 15 contains 1912 members Mstep: Class 16 contains 439 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 3652 members Mstep: Class 20 contains 863 members Entering Unmasked Estep ConsiderDeletion Score: -3194273.750000 Penalty: 6773.717285 Iteration 21Q: 14 clusters Score -3194274 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 74568 members Mstep: Class 3 contains 4352 members Mstep: Class 5 contains 316 members Mstep: Class 6 contains 1501 members Mstep: Class 8 contains 4070 members Mstep: Class 9 contains 598 members Mstep: Class 11 contains 427 members Mstep: Class 13 contains 681 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 441 members Mstep: Class 18 contains 573 members Mstep: Class 19 contains 3628 members Mstep: Class 20 contains 859 members Entering Unmasked Estep ConsiderDeletion Score: -3194477.500000 Penalty: 6773.717285 Iteration 22Q: 14 clusters Score -3194478 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 74507 members Mstep: Class 3 contains 4455 members Mstep: Class 5 contains 320 members Mstep: Class 6 contains 1383 members Mstep: Class 8 contains 4085 members Mstep: Class 9 contains 622 members Mstep: Class 11 contains 426 members Mstep: Class 13 contains 658 members Mstep: Class 15 contains 2096 members Mstep: Class 16 contains 448 members Mstep: Class 18 contains 577 members Mstep: Class 19 contains 3596 members Mstep: Class 20 contains 858 members Entering Unmasked Estep ConsiderDeletion Score: -3194630.750000 Penalty: 6773.717285 Iteration 23Q: 14 clusters Score -3194631 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74480 members Mstep: Class 3 contains 4533 members Mstep: Class 5 contains 328 members Mstep: Class 6 contains 1278 members Mstep: Class 8 contains 4095 members Mstep: Class 9 contains 645 members Mstep: Class 11 contains 422 members Mstep: Class 13 contains 637 members Mstep: Class 15 contains 2148 members Mstep: Class 16 contains 458 members Mstep: Class 18 contains 575 members Mstep: Class 19 contains 3580 members Mstep: Class 20 contains 854 members Entering Unmasked Estep ConsiderDeletion Score: -3194748.250000 Penalty: 6773.717285 Iteration 24Q: 14 clusters Score -3194748 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74462 members Mstep: Class 3 contains 4567 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 1202 members Mstep: Class 8 contains 4112 members Mstep: Class 9 contains 673 members Mstep: Class 11 contains 424 members Mstep: Class 13 contains 616 members Mstep: Class 15 contains 2197 members Mstep: Class 16 contains 462 members Mstep: Class 18 contains 572 members Mstep: Class 19 contains 3562 members Mstep: Class 20 contains 849 members Entering Unmasked Estep ConsiderDeletion Score: -3194813.750000 Penalty: 6773.717285 Iteration 25Q: 14 clusters Score -3194814 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74436 members Mstep: Class 3 contains 4578 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 1150 members Mstep: Class 8 contains 4141 members Mstep: Class 9 contains 696 members Mstep: Class 11 contains 420 members Mstep: Class 13 contains 601 members Mstep: Class 15 contains 2254 members Mstep: Class 16 contains 473 members Mstep: Class 18 contains 570 members Mstep: Class 19 contains 3531 members Mstep: Class 20 contains 848 members Entering Unmasked Estep ConsiderDeletion Score: -3194882.750000 Penalty: 6773.717285 Iteration 26Q: 14 clusters Score -3194883 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74415 members Mstep: Class 3 contains 4588 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 1109 members Mstep: Class 8 contains 4163 members Mstep: Class 9 contains 710 members Mstep: Class 11 contains 415 members Mstep: Class 13 contains 590 members Mstep: Class 15 contains 2305 members Mstep: Class 16 contains 478 members Mstep: Class 18 contains 570 members Mstep: Class 19 contains 3510 members Mstep: Class 20 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -3194932.750000 Penalty: 6773.717285 Iteration 27Q: 14 clusters Score -3194933 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74395 members Mstep: Class 3 contains 4596 members Mstep: Class 5 contains 338 members Mstep: Class 6 contains 1069 members Mstep: Class 8 contains 4188 members Mstep: Class 9 contains 735 members Mstep: Class 11 contains 410 members Mstep: Class 13 contains 584 members Mstep: Class 15 contains 2339 members Mstep: Class 16 contains 480 members Mstep: Class 18 contains 572 members Mstep: Class 19 contains 3483 members Mstep: Class 20 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -3194980.500000 Penalty: 6773.717285 Iteration 28Q: 14 clusters Score -3194980 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74386 members Mstep: Class 3 contains 4605 members Mstep: Class 5 contains 339 members Mstep: Class 6 contains 1033 members Mstep: Class 8 contains 4203 members Mstep: Class 9 contains 765 members Mstep: Class 11 contains 402 members Mstep: Class 13 contains 570 members Mstep: Class 15 contains 2372 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 3459 members Mstep: Class 20 contains 843 members Entering Unmasked Estep ConsiderDeletion Score: -3195029.000000 Penalty: 6773.717285 Iteration 29Q: 14 clusters Score -3195029 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74381 members Mstep: Class 3 contains 4585 members Mstep: Class 5 contains 339 members Mstep: Class 6 contains 1016 members Mstep: Class 8 contains 4224 members Mstep: Class 9 contains 791 members Mstep: Class 11 contains 397 members Mstep: Class 13 contains 556 members Mstep: Class 15 contains 2405 members Mstep: Class 16 contains 487 members Mstep: Class 18 contains 570 members Mstep: Class 19 contains 3440 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195049.500000 Penalty: 6773.717285 Iteration 30Q: 14 clusters Score -3195050 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74357 members Mstep: Class 3 contains 4565 members Mstep: Class 5 contains 339 members Mstep: Class 6 contains 1005 members Mstep: Class 8 contains 4255 members Mstep: Class 9 contains 808 members Mstep: Class 11 contains 400 members Mstep: Class 13 contains 547 members Mstep: Class 15 contains 2433 members Mstep: Class 16 contains 490 members Mstep: Class 18 contains 569 members Mstep: Class 19 contains 3423 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195073.250000 Penalty: 6773.717285 Iteration 31Q: 14 clusters Score -3195073 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74332 members Mstep: Class 3 contains 4552 members Mstep: Class 5 contains 338 members Mstep: Class 6 contains 996 members Mstep: Class 8 contains 4292 members Mstep: Class 9 contains 818 members Mstep: Class 11 contains 400 members Mstep: Class 13 contains 542 members Mstep: Class 15 contains 2449 members Mstep: Class 16 contains 491 members Mstep: Class 18 contains 568 members Mstep: Class 19 contains 3413 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195088.750000 Penalty: 6773.717285 Iteration 32Q: 14 clusters Score -3195089 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74305 members Mstep: Class 3 contains 4548 members Mstep: Class 5 contains 339 members Mstep: Class 6 contains 987 members Mstep: Class 8 contains 4318 members Mstep: Class 9 contains 825 members Mstep: Class 11 contains 399 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 2474 members Mstep: Class 16 contains 493 members Mstep: Class 18 contains 569 members Mstep: Class 19 contains 3402 members Mstep: Class 20 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -3195110.500000 Penalty: 6773.717285 Iteration 33Q: 14 clusters Score -3195110 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74279 members Mstep: Class 3 contains 4538 members Mstep: Class 5 contains 342 members Mstep: Class 6 contains 981 members Mstep: Class 8 contains 4350 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 399 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2492 members Mstep: Class 16 contains 496 members Mstep: Class 18 contains 564 members Mstep: Class 19 contains 3393 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195108.500000 Penalty: 6773.717285 Iteration 34Q: 14 clusters Score -3195108 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74262 members Mstep: Class 3 contains 4536 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 978 members Mstep: Class 8 contains 4365 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 396 members Mstep: Class 13 contains 528 members Mstep: Class 15 contains 2513 members Mstep: Class 16 contains 499 members Mstep: Class 18 contains 560 members Mstep: Class 19 contains 3383 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195099.750000 Penalty: 6773.717285 Iteration 35Q: 14 clusters Score -3195100 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74259 members Mstep: Class 3 contains 4535 members Mstep: Class 5 contains 341 members Mstep: Class 6 contains 975 members Mstep: Class 8 contains 4378 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 396 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2528 members Mstep: Class 16 contains 497 members Mstep: Class 18 contains 554 members Mstep: Class 19 contains 3373 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195111.000000 Penalty: 6773.717285 Iteration 36Q: 14 clusters Score -3195111 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74245 members Mstep: Class 3 contains 4537 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 974 members Mstep: Class 8 contains 4386 members Mstep: Class 9 contains 825 members Mstep: Class 11 contains 398 members Mstep: Class 13 contains 527 members Mstep: Class 15 contains 2537 members Mstep: Class 16 contains 501 members Mstep: Class 18 contains 550 members Mstep: Class 19 contains 3368 members Mstep: Class 20 contains 842 members Entering Unmasked Estep ConsiderDeletion Score: -3195114.750000 Penalty: 6773.717285 Iteration 37Q: 14 clusters Score -3195115 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74235 members Mstep: Class 3 contains 4533 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 974 members Mstep: Class 8 contains 4400 members Mstep: Class 9 contains 824 members Mstep: Class 11 contains 395 members Mstep: Class 13 contains 527 members Mstep: Class 15 contains 2545 members Mstep: Class 16 contains 504 members Mstep: Class 18 contains 549 members Mstep: Class 19 contains 3363 members Mstep: Class 20 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -3195124.250000 Penalty: 6773.717285 Iteration 38Q: 14 clusters Score -3195124 nChanged 44 Entering ConstructFrom: Score: -3195124.250000 Penalty: 6773.717285 Entering ConstructFrom: Trying to split cluster 1 (74220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74220 members Entering Unmasked Estep Score: -2656374.000000 Penalty: 510.272919 Iteration 0F: 2 clusters Score -2656374 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37230 members Mstep: Class 2 contains 36990 members Entering Unmasked Estep Score: -2606336.250000 Penalty: 1020.545837 Iteration 0F: 3 clusters Score -2606336 nChanged 36281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38457 members Mstep: Class 2 contains 35763 members Entering Unmasked Estep Score: -2628257.500000 Penalty: 1020.545837 Iteration 1F: 3 clusters Score -2628258 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38837 members Mstep: Class 2 contains 35383 members Entering Unmasked Estep Score: -2629219.250000 Penalty: 1020.545837 Iteration 2Q: 3 clusters Score -2629219 nChanged 3149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39454 members Mstep: Class 2 contains 34766 members Entering Unmasked Estep Score: -2630517.750000 Penalty: 1020.545837 Iteration 3Q: 3 clusters Score -2630518 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40507 members Mstep: Class 2 contains 33713 members Entering Unmasked Estep Score: -2632284.000000 Penalty: 1020.545837 Iteration 4Q: 3 clusters Score -2632284 nChanged 3818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42143 members Mstep: Class 2 contains 32077 members Entering Unmasked Estep Score: -2634403.750000 Penalty: 1020.545837 Iteration 5F: 3 clusters Score -2634404 nChanged 3816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44381 members Mstep: Class 2 contains 29839 members Entering Unmasked Estep Score: -2636646.000000 Penalty: 1020.545837 Iteration 6F: 3 clusters Score -2636646 nChanged 3754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47233 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -2638912.500000 Penalty: 1020.545837 Iteration 7F: 3 clusters Score -2638912 nChanged 3802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50593 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -2641327.000000 Penalty: 1020.545837 Iteration 8F: 3 clusters Score -2641327 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54327 members Mstep: Class 2 contains 19893 members Entering Unmasked Estep Score: -2643718.000000 Penalty: 1020.545837 Iteration 9F: 3 clusters Score -2643718 nChanged 3956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58245 members Mstep: Class 2 contains 15975 members Entering Unmasked Estep Score: -2646199.750000 Penalty: 1020.545837 Iteration 10F: 3 clusters Score -2646200 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62039 members Mstep: Class 2 contains 12181 members Entering Unmasked Estep Score: -2648573.000000 Penalty: 1020.545837 Iteration 11F: 3 clusters Score -2648573 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65475 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -2650778.250000 Penalty: 1020.545837 Iteration 12Q: 3 clusters Score -2650778 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68306 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -2652546.500000 Penalty: 1020.545837 Iteration 13Q: 3 clusters Score -2652546 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70368 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -2653830.500000 Penalty: 1020.545837 Iteration 14Q: 3 clusters Score -2653830 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71767 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -2654678.500000 Penalty: 1020.545837 Iteration 15Q: 3 clusters Score -2654678 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72661 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -2655215.750000 Penalty: 1020.545837 Iteration 16Q: 3 clusters Score -2655216 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73177 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -2655514.750000 Penalty: 1020.545837 Iteration 17Q: 3 clusters Score -2655515 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73482 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -2655678.000000 Penalty: 1020.545837 Iteration 18Q: 3 clusters Score -2655678 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73641 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -2655757.000000 Penalty: 1020.545837 Iteration 19Q: 3 clusters Score -2655757 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73737 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2655807.750000 Penalty: 1020.545837 Iteration 20F: 3 clusters Score -2655808 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73813 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -2655847.500000 Penalty: 1020.545837 Iteration 21Q: 3 clusters Score -2655848 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73870 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2655882.000000 Penalty: 1020.545837 Iteration 22Q: 3 clusters Score -2655882 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73913 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -2655900.500000 Penalty: 1020.545837 Iteration 23Q: 3 clusters Score -2655900 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73941 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -2655916.000000 Penalty: 1020.545837 Iteration 24Q: 3 clusters Score -2655916 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73963 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -2655930.750000 Penalty: 1020.545837 Iteration 25Q: 3 clusters Score -2655931 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73982 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2655942.500000 Penalty: 1020.545837 Iteration 26Q: 3 clusters Score -2655942 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73991 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -2655954.000000 Penalty: 1020.545837 Iteration 27Q: 3 clusters Score -2655954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74003 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -2655957.750000 Penalty: 1020.545837 Iteration 28Q: 3 clusters Score -2655958 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74008 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -2655961.000000 Penalty: 1020.545837 Iteration 29Q: 3 clusters Score -2655961 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74013 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -2655962.000000 Penalty: 1020.545837 Iteration 30Q: 3 clusters Score -2655962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74014 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -2655962.750000 Penalty: 1020.545837 Iteration 31Q: 3 clusters Score -2655963 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74014 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -2655962.000000 Penalty: 1020.545837 Iteration 32Q: 3 clusters Score -2655962 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74017 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -2655967.750000 Penalty: 1020.545837 Iteration 33Q: 3 clusters Score -2655968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74023 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -2655975.500000 Penalty: 1020.545837 Iteration 34Q: 3 clusters Score -2655976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74024 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -2655976.500000 Penalty: 1020.545837 Iteration 35Q: 3 clusters Score -2655976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74024 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -2655979.250000 Penalty: 1020.545837 Iteration 36Q: 3 clusters Score -2655979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74028 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -2655980.500000 Penalty: 1020.545837 Iteration 37Q: 3 clusters Score -2655980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74031 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -2655980.000000 Penalty: 1020.545837 Iteration 38Q: 3 clusters Score -2655980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74034 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2655982.250000 Penalty: 1020.545837 Iteration 39Q: 3 clusters Score -2655982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74037 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -2655989.250000 Penalty: 1020.545837 Iteration 40F: 3 clusters Score -2655989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74038 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -2655987.750000 Penalty: 1020.545837 Iteration 41Q: 3 clusters Score -2655988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74039 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2655987.000000 Penalty: 1020.545837 Iteration 42Q: 3 clusters Score -2655987 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74039 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2655987.000000 Penalty: 1020.545837 Iteration 43F: 3 clusters Score -2655987 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Entering Unmasked Estep Score: -135242.812500 Penalty: 383.030670 Iteration 0F: 2 clusters Score -135242.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -132140.750000 Penalty: 766.061340 Iteration 0F: 3 clusters Score -132140.8 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -133341.093750 Penalty: 766.061340 Iteration 1F: 3 clusters Score -133341.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -133480.000000 Penalty: 766.061340 Iteration 2F: 3 clusters Score -133480 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -133599.453125 Penalty: 766.061340 Iteration 3F: 3 clusters Score -133599.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -133706.234375 Penalty: 766.061340 Iteration 4F: 3 clusters Score -133706.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -133818.421875 Penalty: 766.061340 Iteration 5Q: 3 clusters Score -133818.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -133965.718750 Penalty: 766.061340 Iteration 6Q: 3 clusters Score -133965.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -134112.703125 Penalty: 766.061340 Iteration 7Q: 3 clusters Score -134112.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -134258.281250 Penalty: 766.061340 Iteration 8Q: 3 clusters Score -134258.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -134414.125000 Penalty: 766.061340 Iteration 9Q: 3 clusters Score -134414.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -134563.687500 Penalty: 766.061340 Iteration 10Q: 3 clusters Score -134563.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -134681.265625 Penalty: 766.061340 Iteration 11Q: 3 clusters Score -134681.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -134770.468750 Penalty: 766.061340 Iteration 12Q: 3 clusters Score -134770.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -134832.578125 Penalty: 766.061340 Iteration 13Q: 3 clusters Score -134832.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -134868.609375 Penalty: 766.061340 Iteration 14Q: 3 clusters Score -134868.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -134884.890625 Penalty: 766.061340 Iteration 15Q: 3 clusters Score -134884.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -134898.328125 Penalty: 766.061340 Iteration 16Q: 3 clusters Score -134898.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -134910.921875 Penalty: 766.061340 Iteration 17Q: 3 clusters Score -134910.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -134914.515625 Penalty: 766.061340 Iteration 18Q: 3 clusters Score -134914.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -134918.062500 Penalty: 766.061340 Iteration 19Q: 3 clusters Score -134918.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -134918.515625 Penalty: 766.061340 Iteration 20F: 3 clusters Score -134918.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -134918.609375 Penalty: 766.061340 Iteration 21Q: 3 clusters Score -134918.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -134919.156250 Penalty: 766.061340 Iteration 22Q: 3 clusters Score -134919.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -134920.031250 Penalty: 766.061340 Iteration 23Q: 3 clusters Score -134920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -134920.578125 Penalty: 766.061340 Iteration 24Q: 3 clusters Score -134920.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -134920.578125 Penalty: 766.061340 Iteration 25F: 3 clusters Score -134920.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Entering Unmasked Estep Score: -11872.614258 Penalty: 265.483887 Iteration 0F: 2 clusters Score -11872.61 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 162 members Entering Unmasked Estep Score: -11478.841797 Penalty: 530.967773 Iteration 0F: 3 clusters Score -11478.84 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11586.571289 Penalty: 530.967773 Iteration 1F: 3 clusters Score -11586.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -11606.305664 Penalty: 530.967773 Iteration 2F: 3 clusters Score -11606.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -11611.883789 Penalty: 530.967773 Iteration 3Q: 3 clusters Score -11611.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11616.754883 Penalty: 530.967773 Iteration 4Q: 3 clusters Score -11616.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -11626.192383 Penalty: 530.967773 Iteration 5Q: 3 clusters Score -11626.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -11629.306641 Penalty: 530.967773 Iteration 6Q: 3 clusters Score -11629.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11630.295898 Penalty: 530.967773 Iteration 7Q: 3 clusters Score -11630.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11630.295898 Penalty: 530.967773 Iteration 8F: 3 clusters Score -11630.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Entering Unmasked Estep Score: -21535.656250 Penalty: 313.104218 Iteration 0F: 2 clusters Score -21535.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -20764.740234 Penalty: 626.208435 Iteration 0F: 3 clusters Score -20764.74 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -21057.279297 Penalty: 626.208435 Iteration 1F: 3 clusters Score -21057.28 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -21189.152344 Penalty: 626.208435 Iteration 2F: 3 clusters Score -21189.15 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -21295.880859 Penalty: 626.208435 Iteration 3F: 3 clusters Score -21295.88 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -21362.599609 Penalty: 626.208435 Iteration 4F: 3 clusters Score -21362.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -21433.902344 Penalty: 626.208435 Iteration 5F: 3 clusters Score -21433.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -21474.228516 Penalty: 626.208435 Iteration 6Q: 3 clusters Score -21474.23 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -21506.033203 Penalty: 626.208435 Iteration 7Q: 3 clusters Score -21506.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -21534.583984 Penalty: 626.208435 Iteration 8Q: 3 clusters Score -21534.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -21575.697266 Penalty: 626.208435 Iteration 9Q: 3 clusters Score -21575.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -21592.666016 Penalty: 626.208435 Iteration 10Q: 3 clusters Score -21592.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -21603.013672 Penalty: 626.208435 Iteration 11Q: 3 clusters Score -21603.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -21611.761719 Penalty: 626.208435 Iteration 12Q: 3 clusters Score -21611.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -21616.595703 Penalty: 626.208435 Iteration 13Q: 3 clusters Score -21616.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -21617.333984 Penalty: 626.208435 Iteration 14Q: 3 clusters Score -21617.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -21618.064453 Penalty: 626.208435 Iteration 15Q: 3 clusters Score -21618.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -21618.064453 Penalty: 626.208435 Iteration 16F: 3 clusters Score -21618.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74220 members Mstep: Class 2 contains 326 members Mstep: Class 3 contains 4529 members Mstep: Class 5 contains 342 members Mstep: Class 6 contains 648 members Mstep: Class 8 contains 4411 members Mstep: Class 9 contains 824 members Mstep: Class 11 contains 391 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2557 members Mstep: Class 16 contains 506 members Mstep: Class 18 contains 548 members Mstep: Class 19 contains 3362 members Mstep: Class 20 contains 840 members Entering Unmasked Estep Score: -3195006.750000 Penalty: 7294.772461 Splitting cluster 6 changes total score from -3195124.250000 to -3195006.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Entering Unmasked Estep Score: -141045.468750 Penalty: 381.829498 Iteration 0F: 2 clusters Score -141045.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -138045.859375 Penalty: 763.658997 Iteration 0F: 3 clusters Score -138045.9 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -139200.250000 Penalty: 763.658997 Iteration 1F: 3 clusters Score -139200.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -139304.109375 Penalty: 763.658997 Iteration 2F: 3 clusters Score -139304.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -139360.156250 Penalty: 763.658997 Iteration 3Q: 3 clusters Score -139360.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -139413.625000 Penalty: 763.658997 Iteration 4Q: 3 clusters Score -139413.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -139472.203125 Penalty: 763.658997 Iteration 5Q: 3 clusters Score -139472.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -139541.265625 Penalty: 763.658997 Iteration 6Q: 3 clusters Score -139541.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -139627.781250 Penalty: 763.658997 Iteration 7Q: 3 clusters Score -139627.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -139737.546875 Penalty: 763.658997 Iteration 8Q: 3 clusters Score -139737.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -139876.359375 Penalty: 763.658997 Iteration 9Q: 3 clusters Score -139876.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -140018.734375 Penalty: 763.658997 Iteration 10Q: 3 clusters Score -140018.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -140139.484375 Penalty: 763.658997 Iteration 11Q: 3 clusters Score -140139.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -140212.671875 Penalty: 763.658997 Iteration 12Q: 3 clusters Score -140212.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -140244.546875 Penalty: 763.658997 Iteration 13Q: 3 clusters Score -140244.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -140271.671875 Penalty: 763.658997 Iteration 14Q: 3 clusters Score -140271.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -140293.578125 Penalty: 763.658997 Iteration 15Q: 3 clusters Score -140293.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -140311.093750 Penalty: 763.658997 Iteration 16Q: 3 clusters Score -140311.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -140328.500000 Penalty: 763.658997 Iteration 17Q: 3 clusters Score -140328.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -140344.250000 Penalty: 763.658997 Iteration 18Q: 3 clusters Score -140344.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -140359.171875 Penalty: 763.658997 Iteration 19Q: 3 clusters Score -140359.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -140375.593750 Penalty: 763.658997 Iteration 20F: 3 clusters Score -140375.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -140387.734375 Penalty: 763.658997 Iteration 21Q: 3 clusters Score -140387.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -140400.406250 Penalty: 763.658997 Iteration 22Q: 3 clusters Score -140400.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -140411.015625 Penalty: 763.658997 Iteration 23Q: 3 clusters Score -140411 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -140419.703125 Penalty: 763.658997 Iteration 24Q: 3 clusters Score -140419.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -140430.296875 Penalty: 763.658997 Iteration 25Q: 3 clusters Score -140430.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -140438.843750 Penalty: 763.658997 Iteration 26Q: 3 clusters Score -140438.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -140447.265625 Penalty: 763.658997 Iteration 27Q: 3 clusters Score -140447.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -140456.968750 Penalty: 763.658997 Iteration 28Q: 3 clusters Score -140457 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -140467.125000 Penalty: 763.658997 Iteration 29Q: 3 clusters Score -140467.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -140480.187500 Penalty: 763.658997 Iteration 30Q: 3 clusters Score -140480.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -140493.812500 Penalty: 763.658997 Iteration 31Q: 3 clusters Score -140493.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -140505.703125 Penalty: 763.658997 Iteration 32Q: 3 clusters Score -140505.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -140519.109375 Penalty: 763.658997 Iteration 33Q: 3 clusters Score -140519.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -140531.421875 Penalty: 763.658997 Iteration 34Q: 3 clusters Score -140531.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -140553.812500 Penalty: 763.658997 Iteration 35Q: 3 clusters Score -140553.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -140582.687500 Penalty: 763.658997 Iteration 36Q: 3 clusters Score -140582.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -140611.953125 Penalty: 763.658997 Iteration 37Q: 3 clusters Score -140612 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -140646.546875 Penalty: 763.658997 Iteration 38Q: 3 clusters Score -140646.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -140695.250000 Penalty: 763.658997 Iteration 39Q: 3 clusters Score -140695.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -140765.593750 Penalty: 763.658997 Iteration 40F: 3 clusters Score -140765.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -140865.671875 Penalty: 763.658997 Iteration 41Q: 3 clusters Score -140865.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -140927.656250 Penalty: 763.658997 Iteration 42Q: 3 clusters Score -140927.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -140970.187500 Penalty: 763.658997 Iteration 43Q: 3 clusters Score -140970.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -141023.296875 Penalty: 763.658997 Iteration 44Q: 3 clusters Score -141023.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -141096.265625 Penalty: 763.658997 Iteration 45Q: 3 clusters Score -141096.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -141113.093750 Penalty: 763.658997 Iteration 46Q: 3 clusters Score -141113.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -141115.562500 Penalty: 763.658997 Iteration 47Q: 3 clusters Score -141115.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -141115.859375 Penalty: 763.658997 Iteration 48Q: 3 clusters Score -141115.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -141116.187500 Penalty: 763.658997 Iteration 49Q: 3 clusters Score -141116.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -141116.187500 Penalty: 763.658997 Iteration 50F: 3 clusters Score -141116.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74220 members Mstep: Class 2 contains 588 members Mstep: Class 3 contains 4529 members Mstep: Class 5 contains 342 members Mstep: Class 6 contains 974 members Mstep: Class 8 contains 3823 members Mstep: Class 9 contains 824 members Mstep: Class 11 contains 391 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2557 members Mstep: Class 16 contains 506 members Mstep: Class 18 contains 548 members Mstep: Class 19 contains 3362 members Mstep: Class 20 contains 840 members Entering Unmasked Estep Score: -3195058.500000 Penalty: 7294.772461 Splitting cluster 8 changes total score from -3195124.250000 to -3195058.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Entering Unmasked Estep Score: -26550.867188 Penalty: 305.494751 Iteration 0F: 2 clusters Score -26550.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -25846.205078 Penalty: 610.989502 Iteration 0F: 3 clusters Score -25846.21 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -26024.453125 Penalty: 610.989502 Iteration 1F: 3 clusters Score -26024.45 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -26063.642578 Penalty: 610.989502 Iteration 2F: 3 clusters Score -26063.64 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26098.517578 Penalty: 610.989502 Iteration 3F: 3 clusters Score -26098.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -26127.052734 Penalty: 610.989502 Iteration 4Q: 3 clusters Score -26127.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -26150.623047 Penalty: 610.989502 Iteration 5Q: 3 clusters Score -26150.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -26170.845703 Penalty: 610.989502 Iteration 6Q: 3 clusters Score -26170.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -26188.066406 Penalty: 610.989502 Iteration 7Q: 3 clusters Score -26188.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -26199.083984 Penalty: 610.989502 Iteration 8Q: 3 clusters Score -26199.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -26207.724609 Penalty: 610.989502 Iteration 9Q: 3 clusters Score -26207.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -26211.595703 Penalty: 610.989502 Iteration 10Q: 3 clusters Score -26211.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -26215.375000 Penalty: 610.989502 Iteration 11Q: 3 clusters Score -26215.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -26218.304688 Penalty: 610.989502 Iteration 12Q: 3 clusters Score -26218.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -26218.396484 Penalty: 610.989502 Iteration 13Q: 3 clusters Score -26218.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -26218.441406 Penalty: 610.989502 Iteration 14Q: 3 clusters Score -26218.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -26218.486328 Penalty: 610.989502 Iteration 15Q: 3 clusters Score -26218.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -26218.486328 Penalty: 610.989502 Iteration 16F: 3 clusters Score -26218.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Entering Unmasked Estep Score: -12873.488281 Penalty: 271.576202 Iteration 0F: 2 clusters Score -12873.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12444.588867 Penalty: 543.152405 Iteration 0F: 3 clusters Score -12444.59 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -12542.291992 Penalty: 543.152405 Iteration 1F: 3 clusters Score -12542.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12568.631836 Penalty: 543.152405 Iteration 2F: 3 clusters Score -12568.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12583.875977 Penalty: 543.152405 Iteration 3Q: 3 clusters Score -12583.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -12591.739258 Penalty: 543.152405 Iteration 4Q: 3 clusters Score -12591.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -12603.707031 Penalty: 543.152405 Iteration 5Q: 3 clusters Score -12603.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12612.677734 Penalty: 543.152405 Iteration 6Q: 3 clusters Score -12612.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -12620.318359 Penalty: 543.152405 Iteration 7Q: 3 clusters Score -12620.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12631.593750 Penalty: 543.152405 Iteration 8Q: 3 clusters Score -12631.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12636.368164 Penalty: 543.152405 Iteration 9Q: 3 clusters Score -12636.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12642.041992 Penalty: 543.152405 Iteration 10Q: 3 clusters Score -12642.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12646.375000 Penalty: 543.152405 Iteration 11Q: 3 clusters Score -12646.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12649.581055 Penalty: 543.152405 Iteration 12Q: 3 clusters Score -12649.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12650.128906 Penalty: 543.152405 Iteration 13Q: 3 clusters Score -12650.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12650.128906 Penalty: 543.152405 Iteration 14F: 3 clusters Score -12650.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Entering Unmasked Estep Score: -12997.469727 Penalty: 285.329987 Iteration 0F: 2 clusters Score -12997.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -12529.803711 Penalty: 570.659973 Iteration 0F: 3 clusters Score -12529.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -12686.290039 Penalty: 570.659973 Iteration 1F: 3 clusters Score -12686.29 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12709.365234 Penalty: 570.659973 Iteration 2F: 3 clusters Score -12709.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -12720.357422 Penalty: 570.659973 Iteration 3Q: 3 clusters Score -12720.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -12724.146484 Penalty: 570.659973 Iteration 4Q: 3 clusters Score -12724.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12726.166992 Penalty: 570.659973 Iteration 5Q: 3 clusters Score -12726.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -12731.051758 Penalty: 570.659973 Iteration 6Q: 3 clusters Score -12731.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -12736.310547 Penalty: 570.659973 Iteration 7Q: 3 clusters Score -12736.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -12738.483398 Penalty: 570.659973 Iteration 8Q: 3 clusters Score -12738.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12738.866211 Penalty: 570.659973 Iteration 9Q: 3 clusters Score -12738.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12739.410156 Penalty: 570.659973 Iteration 10Q: 3 clusters Score -12739.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12741.042969 Penalty: 570.659973 Iteration 11Q: 3 clusters Score -12741.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -12741.697266 Penalty: 570.659973 Iteration 12Q: 3 clusters Score -12741.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -12742.316406 Penalty: 570.659973 Iteration 13Q: 3 clusters Score -12742.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12742.920898 Penalty: 570.659973 Iteration 14Q: 3 clusters Score -12742.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12742.920898 Penalty: 570.659973 Iteration 15F: 3 clusters Score -12742.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Entering Unmasked Estep Score: -93331.484375 Penalty: 357.019836 Iteration 0F: 2 clusters Score -93331.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -91533.140625 Penalty: 714.039673 Iteration 0F: 3 clusters Score -91533.14 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -92116.250000 Penalty: 714.039673 Iteration 1F: 3 clusters Score -92116.25 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -92200.195312 Penalty: 714.039673 Iteration 2F: 3 clusters Score -92200.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -92262.164062 Penalty: 714.039673 Iteration 3F: 3 clusters Score -92262.16 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -92306.234375 Penalty: 714.039673 Iteration 4Q: 3 clusters Score -92306.23 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -92346.625000 Penalty: 714.039673 Iteration 5Q: 3 clusters Score -92346.62 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -92386.500000 Penalty: 714.039673 Iteration 6Q: 3 clusters Score -92386.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -92448.171875 Penalty: 714.039673 Iteration 7Q: 3 clusters Score -92448.17 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -92519.890625 Penalty: 714.039673 Iteration 8Q: 3 clusters Score -92519.89 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -92623.101562 Penalty: 714.039673 Iteration 9Q: 3 clusters Score -92623.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -92734.593750 Penalty: 714.039673 Iteration 10Q: 3 clusters Score -92734.59 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -92822.406250 Penalty: 714.039673 Iteration 11Q: 3 clusters Score -92822.41 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -92895.570312 Penalty: 714.039673 Iteration 12Q: 3 clusters Score -92895.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -92955.843750 Penalty: 714.039673 Iteration 13Q: 3 clusters Score -92955.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -92999.718750 Penalty: 714.039673 Iteration 14Q: 3 clusters Score -92999.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -93007.359375 Penalty: 714.039673 Iteration 15Q: 3 clusters Score -93007.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -93010.156250 Penalty: 714.039673 Iteration 16Q: 3 clusters Score -93010.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -93013.320312 Penalty: 714.039673 Iteration 17Q: 3 clusters Score -93013.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -93016.023438 Penalty: 714.039673 Iteration 18Q: 3 clusters Score -93016.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -93016.468750 Penalty: 714.039673 Iteration 19Q: 3 clusters Score -93016.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -93017.007812 Penalty: 714.039673 Iteration 20F: 3 clusters Score -93017.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -93024.718750 Penalty: 714.039673 Iteration 21Q: 3 clusters Score -93024.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -93034.546875 Penalty: 714.039673 Iteration 22Q: 3 clusters Score -93034.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -93043.078125 Penalty: 714.039673 Iteration 23Q: 3 clusters Score -93043.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -93047.429688 Penalty: 714.039673 Iteration 24Q: 3 clusters Score -93047.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -93049.890625 Penalty: 714.039673 Iteration 25Q: 3 clusters Score -93049.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -93056.164062 Penalty: 714.039673 Iteration 26Q: 3 clusters Score -93056.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -93059.695312 Penalty: 714.039673 Iteration 27Q: 3 clusters Score -93059.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -93061.859375 Penalty: 714.039673 Iteration 28Q: 3 clusters Score -93061.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -93064.125000 Penalty: 714.039673 Iteration 29Q: 3 clusters Score -93064.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -93065.593750 Penalty: 714.039673 Iteration 30Q: 3 clusters Score -93065.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -93065.593750 Penalty: 714.039673 Iteration 31F: 3 clusters Score -93065.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -16163.817383 Penalty: 283.307434 Iteration 0F: 2 clusters Score -16163.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -15665.891602 Penalty: 566.614868 Iteration 0F: 3 clusters Score -15665.89 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15794.136719 Penalty: 566.614868 Iteration 1F: 3 clusters Score -15794.14 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15827.392578 Penalty: 566.614868 Iteration 2F: 3 clusters Score -15827.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15838.063477 Penalty: 566.614868 Iteration 3Q: 3 clusters Score -15838.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15847.830078 Penalty: 566.614868 Iteration 4Q: 3 clusters Score -15847.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15854.445312 Penalty: 566.614868 Iteration 5Q: 3 clusters Score -15854.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -15859.336914 Penalty: 566.614868 Iteration 6Q: 3 clusters Score -15859.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15863.127930 Penalty: 566.614868 Iteration 7Q: 3 clusters Score -15863.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15866.080078 Penalty: 566.614868 Iteration 8Q: 3 clusters Score -15866.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15866.549805 Penalty: 566.614868 Iteration 9Q: 3 clusters Score -15866.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15867.401367 Penalty: 566.614868 Iteration 10Q: 3 clusters Score -15867.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15868.252930 Penalty: 566.614868 Iteration 11Q: 3 clusters Score -15868.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15868.671875 Penalty: 566.614868 Iteration 12Q: 3 clusters Score -15868.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15868.671875 Penalty: 566.614868 Iteration 13F: 3 clusters Score -15868.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Entering Unmasked Estep Score: -15884.676758 Penalty: 286.935516 Iteration 0F: 2 clusters Score -15884.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -15358.333008 Penalty: 573.871033 Iteration 0F: 3 clusters Score -15358.33 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -15484.161133 Penalty: 573.871033 Iteration 1F: 3 clusters Score -15484.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15514.089844 Penalty: 573.871033 Iteration 2F: 3 clusters Score -15514.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -15532.655273 Penalty: 573.871033 Iteration 3F: 3 clusters Score -15532.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15549.531250 Penalty: 573.871033 Iteration 4Q: 3 clusters Score -15549.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -15571.834961 Penalty: 573.871033 Iteration 5Q: 3 clusters Score -15571.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -15583.698242 Penalty: 573.871033 Iteration 6Q: 3 clusters Score -15583.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -15590.219727 Penalty: 573.871033 Iteration 7Q: 3 clusters Score -15590.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -15598.354492 Penalty: 573.871033 Iteration 8Q: 3 clusters Score -15598.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15609.365234 Penalty: 573.871033 Iteration 9Q: 3 clusters Score -15609.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15615.231445 Penalty: 573.871033 Iteration 10Q: 3 clusters Score -15615.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -15622.964844 Penalty: 573.871033 Iteration 11Q: 3 clusters Score -15622.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -15636.255859 Penalty: 573.871033 Iteration 12Q: 3 clusters Score -15636.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -15651.475586 Penalty: 573.871033 Iteration 13Q: 3 clusters Score -15651.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -15665.112305 Penalty: 573.871033 Iteration 14Q: 3 clusters Score -15665.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -15669.126953 Penalty: 573.871033 Iteration 15Q: 3 clusters Score -15669.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15670.325195 Penalty: 573.871033 Iteration 16Q: 3 clusters Score -15670.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -15673.694336 Penalty: 573.871033 Iteration 17Q: 3 clusters Score -15673.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -15678.921875 Penalty: 573.871033 Iteration 18Q: 3 clusters Score -15678.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15688.298828 Penalty: 573.871033 Iteration 19Q: 3 clusters Score -15688.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15697.359375 Penalty: 573.871033 Iteration 20F: 3 clusters Score -15697.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -15704.758789 Penalty: 573.871033 Iteration 21Q: 3 clusters Score -15704.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15707.153320 Penalty: 573.871033 Iteration 22Q: 3 clusters Score -15707.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -15708.754883 Penalty: 573.871033 Iteration 23Q: 3 clusters Score -15708.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -15708.754883 Penalty: 573.871033 Iteration 24F: 3 clusters Score -15708.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Entering Unmasked Estep Score: -117604.468750 Penalty: 369.473267 Iteration 0F: 2 clusters Score -117604.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -115266.359375 Penalty: 738.946533 Iteration 0F: 3 clusters Score -115266.4 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -116082.062500 Penalty: 738.946533 Iteration 1F: 3 clusters Score -116082.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -116186.015625 Penalty: 738.946533 Iteration 2F: 3 clusters Score -116186 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -116263.398438 Penalty: 738.946533 Iteration 3F: 3 clusters Score -116263.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -116324.617188 Penalty: 738.946533 Iteration 4Q: 3 clusters Score -116324.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -116380.593750 Penalty: 738.946533 Iteration 5Q: 3 clusters Score -116380.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -116454.179688 Penalty: 738.946533 Iteration 6Q: 3 clusters Score -116454.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -116537.539062 Penalty: 738.946533 Iteration 7Q: 3 clusters Score -116537.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -116623.070312 Penalty: 738.946533 Iteration 8Q: 3 clusters Score -116623.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -116700.078125 Penalty: 738.946533 Iteration 9Q: 3 clusters Score -116700.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -116782.843750 Penalty: 738.946533 Iteration 10Q: 3 clusters Score -116782.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -116852.460938 Penalty: 738.946533 Iteration 11Q: 3 clusters Score -116852.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -116892.671875 Penalty: 738.946533 Iteration 12Q: 3 clusters Score -116892.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -116917.570312 Penalty: 738.946533 Iteration 13Q: 3 clusters Score -116917.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -116935.343750 Penalty: 738.946533 Iteration 14Q: 3 clusters Score -116935.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -116952.656250 Penalty: 738.946533 Iteration 15Q: 3 clusters Score -116952.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -116971.976562 Penalty: 738.946533 Iteration 16Q: 3 clusters Score -116972 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -116991.898438 Penalty: 738.946533 Iteration 17Q: 3 clusters Score -116991.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -117009.187500 Penalty: 738.946533 Iteration 18Q: 3 clusters Score -117009.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -117022.882812 Penalty: 738.946533 Iteration 19Q: 3 clusters Score -117022.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -117036.531250 Penalty: 738.946533 Iteration 20F: 3 clusters Score -117036.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -117050.242188 Penalty: 738.946533 Iteration 21Q: 3 clusters Score -117050.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -117067.734375 Penalty: 738.946533 Iteration 22Q: 3 clusters Score -117067.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -117081.531250 Penalty: 738.946533 Iteration 23Q: 3 clusters Score -117081.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -117089.554688 Penalty: 738.946533 Iteration 24Q: 3 clusters Score -117089.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -117095.929688 Penalty: 738.946533 Iteration 25Q: 3 clusters Score -117095.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -117100.726562 Penalty: 738.946533 Iteration 26Q: 3 clusters Score -117100.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -117105.359375 Penalty: 738.946533 Iteration 27Q: 3 clusters Score -117105.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -117110.546875 Penalty: 738.946533 Iteration 28Q: 3 clusters Score -117110.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -117115.796875 Penalty: 738.946533 Iteration 29Q: 3 clusters Score -117115.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -117118.148438 Penalty: 738.946533 Iteration 30Q: 3 clusters Score -117118.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -117120.335938 Penalty: 738.946533 Iteration 31Q: 3 clusters Score -117120.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -117121.828125 Penalty: 738.946533 Iteration 32Q: 3 clusters Score -117121.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -117122.648438 Penalty: 738.946533 Iteration 33Q: 3 clusters Score -117122.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -117123.796875 Penalty: 738.946533 Iteration 34Q: 3 clusters Score -117123.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -117125.140625 Penalty: 738.946533 Iteration 35Q: 3 clusters Score -117125.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -117127.132812 Penalty: 738.946533 Iteration 36Q: 3 clusters Score -117127.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -117129.585938 Penalty: 738.946533 Iteration 37Q: 3 clusters Score -117129.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -117132.453125 Penalty: 738.946533 Iteration 38Q: 3 clusters Score -117132.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -117138.148438 Penalty: 738.946533 Iteration 39Q: 3 clusters Score -117138.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -117143.148438 Penalty: 738.946533 Iteration 40F: 3 clusters Score -117143.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -117150.429688 Penalty: 738.946533 Iteration 41Q: 3 clusters Score -117150.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -117157.726562 Penalty: 738.946533 Iteration 42Q: 3 clusters Score -117157.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -117161.921875 Penalty: 738.946533 Iteration 43Q: 3 clusters Score -117161.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -117166.593750 Penalty: 738.946533 Iteration 44Q: 3 clusters Score -117166.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -117172.117188 Penalty: 738.946533 Iteration 45Q: 3 clusters Score -117172.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -117173.242188 Penalty: 738.946533 Iteration 46Q: 3 clusters Score -117173.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -117173.585938 Penalty: 738.946533 Iteration 47Q: 3 clusters Score -117173.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -117174.500000 Penalty: 738.946533 Iteration 48Q: 3 clusters Score -117174.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -117174.562500 Penalty: 738.946533 Iteration 49Q: 3 clusters Score -117174.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -117175.015625 Penalty: 738.946533 Iteration 50Q: 3 clusters Score -117175 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -117175.093750 Penalty: 738.946533 Iteration 51Q: 3 clusters Score -117175.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -117175.093750 Penalty: 738.946533 Iteration 52F: 3 clusters Score -117175.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -26192.945312 Penalty: 306.369781 Iteration 0F: 2 clusters Score -26192.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -25486.812500 Penalty: 612.739563 Iteration 0F: 3 clusters Score -25486.81 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25722.750000 Penalty: 612.739563 Iteration 1F: 3 clusters Score -25722.75 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -25804.199219 Penalty: 612.739563 Iteration 2F: 3 clusters Score -25804.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25885.175781 Penalty: 612.739563 Iteration 3F: 3 clusters Score -25885.18 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -25930.068359 Penalty: 612.739563 Iteration 4F: 3 clusters Score -25930.07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -25958.205078 Penalty: 612.739563 Iteration 5Q: 3 clusters Score -25958.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -25973.648438 Penalty: 612.739563 Iteration 6Q: 3 clusters Score -25973.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -25979.429688 Penalty: 612.739563 Iteration 7Q: 3 clusters Score -25979.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -25982.451172 Penalty: 612.739563 Iteration 8Q: 3 clusters Score -25982.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -25986.857422 Penalty: 612.739563 Iteration 9Q: 3 clusters Score -25986.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -25988.449219 Penalty: 612.739563 Iteration 10Q: 3 clusters Score -25988.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -25992.093750 Penalty: 612.739563 Iteration 11Q: 3 clusters Score -25992.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -25996.576172 Penalty: 612.739563 Iteration 12Q: 3 clusters Score -25996.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -26000.654297 Penalty: 612.739563 Iteration 13Q: 3 clusters Score -26000.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -26002.898438 Penalty: 612.739563 Iteration 14Q: 3 clusters Score -26002.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26003.492188 Penalty: 612.739563 Iteration 15Q: 3 clusters Score -26003.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26003.894531 Penalty: 612.739563 Iteration 16Q: 3 clusters Score -26003.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -26004.361328 Penalty: 612.739563 Iteration 17Q: 3 clusters Score -26004.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -26005.392578 Penalty: 612.739563 Iteration 18Q: 3 clusters Score -26005.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -26006.009766 Penalty: 612.739563 Iteration 19Q: 3 clusters Score -26006.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -26006.673828 Penalty: 612.739563 Iteration 20F: 3 clusters Score -26006.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -26007.240234 Penalty: 612.739563 Iteration 21Q: 3 clusters Score -26007.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -26007.240234 Penalty: 612.739563 Iteration 22F: 3 clusters Score -26007.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74220 members Mstep: Class 3 contains 4529 members Mstep: Class 5 contains 342 members Mstep: Class 6 contains 974 members Mstep: Class 8 contains 4411 members Mstep: Class 9 contains 824 members Mstep: Class 11 contains 391 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2557 members Mstep: Class 16 contains 506 members Mstep: Class 18 contains 548 members Mstep: Class 19 contains 3362 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195132.250000 Penalty: 6773.717285 Iteration 39Q: 14 clusters Score -3195132 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 74203 members Mstep: Class 3 contains 4525 members Mstep: Class 5 contains 340 members Mstep: Class 6 contains 974 members Mstep: Class 8 contains 4423 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 389 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2576 members Mstep: Class 16 contains 505 members Mstep: Class 18 contains 545 members Mstep: Class 19 contains 3357 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195177.250000 Penalty: 6773.717285 Iteration 40F: 14 clusters Score -3195177 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 74183 members Mstep: Class 3 contains 4521 members Mstep: Class 5 contains 335 members Mstep: Class 6 contains 983 members Mstep: Class 8 contains 4434 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 390 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2593 members Mstep: Class 16 contains 504 members Mstep: Class 18 contains 546 members Mstep: Class 19 contains 3358 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195197.000000 Penalty: 6773.717285 Iteration 41Q: 14 clusters Score -3195197 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74167 members Mstep: Class 3 contains 4529 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 972 members Mstep: Class 8 contains 4441 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 390 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2611 members Mstep: Class 16 contains 501 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 3354 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195203.750000 Penalty: 6773.717285 Iteration 42Q: 14 clusters Score -3195204 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74153 members Mstep: Class 3 contains 4535 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 960 members Mstep: Class 8 contains 4453 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 389 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2626 members Mstep: Class 16 contains 502 members Mstep: Class 18 contains 539 members Mstep: Class 19 contains 3352 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195212.500000 Penalty: 6773.717285 Iteration 43Q: 14 clusters Score -3195212 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74144 members Mstep: Class 3 contains 4537 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 951 members Mstep: Class 8 contains 4462 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 389 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2639 members Mstep: Class 16 contains 504 members Mstep: Class 18 contains 535 members Mstep: Class 19 contains 3350 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195221.250000 Penalty: 6773.717285 Iteration 44Q: 14 clusters Score -3195221 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74135 members Mstep: Class 3 contains 4542 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 942 members Mstep: Class 8 contains 4470 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 389 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2653 members Mstep: Class 16 contains 506 members Mstep: Class 18 contains 532 members Mstep: Class 19 contains 3345 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195231.250000 Penalty: 6773.717285 Iteration 45Q: 14 clusters Score -3195231 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74130 members Mstep: Class 3 contains 4536 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 938 members Mstep: Class 8 contains 4478 members Mstep: Class 9 contains 825 members Mstep: Class 11 contains 388 members Mstep: Class 13 contains 527 members Mstep: Class 15 contains 2668 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 532 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195226.000000 Penalty: 6773.717285 Iteration 46Q: 14 clusters Score -3195226 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74127 members Mstep: Class 3 contains 4529 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 937 members Mstep: Class 8 contains 4486 members Mstep: Class 9 contains 826 members Mstep: Class 11 contains 386 members Mstep: Class 13 contains 526 members Mstep: Class 15 contains 2672 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 532 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195224.750000 Penalty: 6773.717285 Iteration 47Q: 14 clusters Score -3195225 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74117 members Mstep: Class 3 contains 4521 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 936 members Mstep: Class 8 contains 4497 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 383 members Mstep: Class 13 contains 528 members Mstep: Class 15 contains 2678 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 532 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195215.750000 Penalty: 6773.717285 Iteration 48Q: 14 clusters Score -3195216 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74111 members Mstep: Class 3 contains 4516 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 935 members Mstep: Class 8 contains 4508 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 382 members Mstep: Class 13 contains 528 members Mstep: Class 15 contains 2682 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 529 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195227.250000 Penalty: 6773.717285 Iteration 49Q: 14 clusters Score -3195227 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74105 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 935 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 381 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2683 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195224.250000 Penalty: 6773.717285 Iteration 50Q: 14 clusters Score -3195224 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74097 members Mstep: Class 3 contains 4513 members Mstep: Class 5 contains 336 members Mstep: Class 6 contains 935 members Mstep: Class 8 contains 4526 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 381 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2684 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195229.000000 Penalty: 6773.717285 Iteration 51Q: 14 clusters Score -3195229 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74093 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 337 members Mstep: Class 6 contains 934 members Mstep: Class 8 contains 4531 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 380 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2686 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3337 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195234.250000 Penalty: 6773.717285 Iteration 52Q: 14 clusters Score -3195234 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74089 members Mstep: Class 3 contains 4513 members Mstep: Class 5 contains 339 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4531 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 380 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2693 members Mstep: Class 16 contains 507 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3333 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195231.000000 Penalty: 6773.717285 Iteration 53Q: 14 clusters Score -3195231 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74090 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 341 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4530 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 380 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2694 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3328 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195226.750000 Penalty: 6773.717285 Iteration 54Q: 14 clusters Score -3195227 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74090 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 343 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4530 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 379 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2696 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3325 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195229.000000 Penalty: 6773.717285 Iteration 55Q: 14 clusters Score -3195229 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74088 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4529 members Mstep: Class 9 contains 831 members Mstep: Class 11 contains 377 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2696 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3326 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195237.500000 Penalty: 6773.717285 Iteration 56Q: 14 clusters Score -3195238 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74086 members Mstep: Class 3 contains 4513 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4530 members Mstep: Class 9 contains 831 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2695 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3326 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195238.000000 Penalty: 6773.717285 Iteration 57Q: 14 clusters Score -3195238 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74081 members Mstep: Class 3 contains 4514 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4530 members Mstep: Class 9 contains 831 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2698 members Mstep: Class 16 contains 508 members Mstep: Class 18 contains 525 members Mstep: Class 19 contains 3326 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195239.250000 Penalty: 6773.717285 Iteration 58Q: 14 clusters Score -3195239 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74081 members Mstep: Class 3 contains 4511 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4532 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 2698 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 3324 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195233.500000 Penalty: 6773.717285 Iteration 59Q: 14 clusters Score -3195234 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74078 members Mstep: Class 3 contains 4507 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4536 members Mstep: Class 9 contains 830 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 2701 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 3324 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195240.750000 Penalty: 6773.717285 Iteration 60F: 14 clusters Score -3195241 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74076 members Mstep: Class 3 contains 4503 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 933 members Mstep: Class 8 contains 4538 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 2709 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 3320 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195242.000000 Penalty: 6773.717285 Iteration 61Q: 14 clusters Score -3195242 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74073 members Mstep: Class 3 contains 4502 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 932 members Mstep: Class 8 contains 4540 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 2715 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 3317 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195246.750000 Penalty: 6773.717285 Iteration 62Q: 14 clusters Score -3195247 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74070 members Mstep: Class 3 contains 4500 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 931 members Mstep: Class 8 contains 4545 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 532 members Mstep: Class 15 contains 2716 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 529 members Mstep: Class 19 contains 3315 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195239.000000 Penalty: 6773.717285 Iteration 63Q: 14 clusters Score -3195239 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74061 members Mstep: Class 3 contains 4500 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 930 members Mstep: Class 8 contains 4546 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 2728 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 530 members Mstep: Class 19 contains 3310 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195239.000000 Penalty: 6773.717285 Iteration 64Q: 14 clusters Score -3195239 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74051 members Mstep: Class 3 contains 4500 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 927 members Mstep: Class 8 contains 4549 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 2742 members Mstep: Class 16 contains 509 members Mstep: Class 18 contains 529 members Mstep: Class 19 contains 3307 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195240.500000 Penalty: 6773.717285 Iteration 65Q: 14 clusters Score -3195240 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74046 members Mstep: Class 3 contains 4498 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 927 members Mstep: Class 8 contains 4553 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 375 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 2748 members Mstep: Class 16 contains 510 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 3306 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195238.250000 Penalty: 6773.717285 Iteration 66Q: 14 clusters Score -3195238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74039 members Mstep: Class 3 contains 4498 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 926 members Mstep: Class 8 contains 4554 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 534 members Mstep: Class 15 contains 2752 members Mstep: Class 16 contains 511 members Mstep: Class 18 contains 525 members Mstep: Class 19 contains 3308 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195244.500000 Penalty: 6773.717285 Iteration 67Q: 14 clusters Score -3195244 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74035 members Mstep: Class 3 contains 4499 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4557 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 533 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 511 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3308 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195243.750000 Penalty: 6773.717285 Iteration 68Q: 14 clusters Score -3195244 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74032 members Mstep: Class 3 contains 4497 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4560 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 531 members Mstep: Class 15 contains 2760 members Mstep: Class 16 contains 511 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3308 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195259.000000 Penalty: 6773.717285 Iteration 69Q: 14 clusters Score -3195259 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74027 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 829 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2764 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3309 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195254.250000 Penalty: 6773.717285 Iteration 70Q: 14 clusters Score -3195254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74026 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2770 members Mstep: Class 16 contains 510 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3308 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195255.250000 Penalty: 6773.717285 Iteration 71Q: 14 clusters Score -3195255 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74024 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 353 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2773 members Mstep: Class 16 contains 511 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3307 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195254.250000 Penalty: 6773.717285 Iteration 72Q: 14 clusters Score -3195254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74025 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 376 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2772 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3306 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195254.500000 Penalty: 6773.717285 Iteration 73Q: 14 clusters Score -3195254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74024 members Mstep: Class 3 contains 4497 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 828 members Mstep: Class 11 contains 375 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2773 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3307 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195256.000000 Penalty: 6773.717285 Iteration 74Q: 14 clusters Score -3195256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74026 members Mstep: Class 3 contains 4497 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 374 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2774 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 521 members Mstep: Class 19 contains 3308 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195256.750000 Penalty: 6773.717285 Iteration 75Q: 14 clusters Score -3195257 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74028 members Mstep: Class 3 contains 4498 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4560 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 374 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2775 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3303 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195251.000000 Penalty: 6773.717285 Iteration 76Q: 14 clusters Score -3195251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74027 members Mstep: Class 3 contains 4497 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 374 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2780 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3299 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195250.250000 Penalty: 6773.717285 Iteration 77Q: 14 clusters Score -3195250 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74028 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2783 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3296 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195249.500000 Penalty: 6773.717285 Iteration 78Q: 14 clusters Score -3195250 nChanged 10 Entering ConstructFrom: Score: -3195249.500000 Penalty: 6773.717285 Entering ConstructFrom: Trying to split cluster 1 (74026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74026 members Entering Unmasked Estep Score: -2649793.750000 Penalty: 510.153809 Iteration 0F: 2 clusters Score -2649794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37168 members Mstep: Class 2 contains 36858 members Entering Unmasked Estep Score: -2599936.250000 Penalty: 1020.307617 Iteration 0F: 3 clusters Score -2599936 nChanged 35984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40562 members Mstep: Class 2 contains 33464 members Entering Unmasked Estep Score: -2621726.500000 Penalty: 1020.307617 Iteration 1F: 3 clusters Score -2621726 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42672 members Mstep: Class 2 contains 31354 members Entering Unmasked Estep Score: -2623043.500000 Penalty: 1020.307617 Iteration 2Q: 3 clusters Score -2623044 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45828 members Mstep: Class 2 contains 28198 members Entering Unmasked Estep Score: -2625292.000000 Penalty: 1020.307617 Iteration 3F: 3 clusters Score -2625292 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49987 members Mstep: Class 2 contains 24039 members Entering Unmasked Estep Score: -2628653.000000 Penalty: 1020.307617 Iteration 4F: 3 clusters Score -2628653 nChanged 5272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54867 members Mstep: Class 2 contains 19159 members Entering Unmasked Estep Score: -2632873.000000 Penalty: 1020.307617 Iteration 5F: 3 clusters Score -2632873 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59679 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -2637129.500000 Penalty: 1020.307617 Iteration 6F: 3 clusters Score -2637130 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63868 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -2640741.500000 Penalty: 1020.307617 Iteration 7F: 3 clusters Score -2640742 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67138 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -2643517.250000 Penalty: 1020.307617 Iteration 8Q: 3 clusters Score -2643517 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69650 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -2645653.750000 Penalty: 1020.307617 Iteration 9Q: 3 clusters Score -2645654 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71491 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -2647244.750000 Penalty: 1020.307617 Iteration 10Q: 3 clusters Score -2647245 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72719 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -2648329.750000 Penalty: 1020.307617 Iteration 11Q: 3 clusters Score -2648330 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73376 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -2648853.250000 Penalty: 1020.307617 Iteration 12Q: 3 clusters Score -2648853 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73706 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2649116.000000 Penalty: 1020.307617 Iteration 13Q: 3 clusters Score -2649116 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73845 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -2649249.000000 Penalty: 1020.307617 Iteration 14Q: 3 clusters Score -2649249 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73888 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -2649296.000000 Penalty: 1020.307617 Iteration 15Q: 3 clusters Score -2649296 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73912 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -2649324.750000 Penalty: 1020.307617 Iteration 16Q: 3 clusters Score -2649325 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73922 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -2649348.000000 Penalty: 1020.307617 Iteration 17Q: 3 clusters Score -2649348 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73930 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -2649370.500000 Penalty: 1020.307617 Iteration 18Q: 3 clusters Score -2649370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73932 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -2649387.750000 Penalty: 1020.307617 Iteration 19Q: 3 clusters Score -2649388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73926 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -2649395.750000 Penalty: 1020.307617 Iteration 20F: 3 clusters Score -2649396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73927 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -2649403.000000 Penalty: 1020.307617 Iteration 21Q: 3 clusters Score -2649403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73927 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -2649405.250000 Penalty: 1020.307617 Iteration 22Q: 3 clusters Score -2649405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73924 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -2649404.250000 Penalty: 1020.307617 Iteration 23Q: 3 clusters Score -2649404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73919 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -2649404.750000 Penalty: 1020.307617 Iteration 24Q: 3 clusters Score -2649405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73914 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -2649408.500000 Penalty: 1020.307617 Iteration 25Q: 3 clusters Score -2649408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73910 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -2649412.000000 Penalty: 1020.307617 Iteration 26Q: 3 clusters Score -2649412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73910 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -2649414.500000 Penalty: 1020.307617 Iteration 27Q: 3 clusters Score -2649414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73909 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2649414.750000 Penalty: 1020.307617 Iteration 28Q: 3 clusters Score -2649415 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73907 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -2649417.000000 Penalty: 1020.307617 Iteration 29Q: 3 clusters Score -2649417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73905 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -2649416.000000 Penalty: 1020.307617 Iteration 30Q: 3 clusters Score -2649416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73905 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -2649418.500000 Penalty: 1020.307617 Iteration 31Q: 3 clusters Score -2649418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73903 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -2649419.000000 Penalty: 1020.307617 Iteration 32Q: 3 clusters Score -2649419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73900 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -2649420.750000 Penalty: 1020.307617 Iteration 33Q: 3 clusters Score -2649421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73899 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -2649422.750000 Penalty: 1020.307617 Iteration 34Q: 3 clusters Score -2649423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73897 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -2649428.000000 Penalty: 1020.307617 Iteration 35Q: 3 clusters Score -2649428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73897 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -2649433.500000 Penalty: 1020.307617 Iteration 36Q: 3 clusters Score -2649434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73889 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -2649436.000000 Penalty: 1020.307617 Iteration 37Q: 3 clusters Score -2649436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73886 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -2649445.000000 Penalty: 1020.307617 Iteration 38Q: 3 clusters Score -2649445 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73883 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -2649452.000000 Penalty: 1020.307617 Iteration 39Q: 3 clusters Score -2649452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73884 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2649453.250000 Penalty: 1020.307617 Iteration 40F: 3 clusters Score -2649453 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Entering Unmasked Estep Score: -133820.812500 Penalty: 382.687805 Iteration 0F: 2 clusters Score -133820.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -130738.976562 Penalty: 765.375610 Iteration 0F: 3 clusters Score -130739 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -131962.015625 Penalty: 765.375610 Iteration 1F: 3 clusters Score -131962 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -132125.718750 Penalty: 765.375610 Iteration 2F: 3 clusters Score -132125.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -132291.156250 Penalty: 765.375610 Iteration 3F: 3 clusters Score -132291.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -132446.812500 Penalty: 765.375610 Iteration 4F: 3 clusters Score -132446.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -132564.687500 Penalty: 765.375610 Iteration 5F: 3 clusters Score -132564.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -132648.875000 Penalty: 765.375610 Iteration 6Q: 3 clusters Score -132648.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -132717.671875 Penalty: 765.375610 Iteration 7Q: 3 clusters Score -132717.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -132782.156250 Penalty: 765.375610 Iteration 8Q: 3 clusters Score -132782.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -132837.000000 Penalty: 765.375610 Iteration 9Q: 3 clusters Score -132837 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -132873.843750 Penalty: 765.375610 Iteration 10Q: 3 clusters Score -132873.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -132895.484375 Penalty: 765.375610 Iteration 11Q: 3 clusters Score -132895.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -132916.046875 Penalty: 765.375610 Iteration 12Q: 3 clusters Score -132916 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -132935.312500 Penalty: 765.375610 Iteration 13Q: 3 clusters Score -132935.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -132958.984375 Penalty: 765.375610 Iteration 14Q: 3 clusters Score -132959 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -132987.984375 Penalty: 765.375610 Iteration 15Q: 3 clusters Score -132988 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -133020.218750 Penalty: 765.375610 Iteration 16Q: 3 clusters Score -133020.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -133057.453125 Penalty: 765.375610 Iteration 17Q: 3 clusters Score -133057.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -133105.734375 Penalty: 765.375610 Iteration 18Q: 3 clusters Score -133105.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -133170.000000 Penalty: 765.375610 Iteration 19Q: 3 clusters Score -133170 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -133239.171875 Penalty: 765.375610 Iteration 20F: 3 clusters Score -133239.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -133298.109375 Penalty: 765.375610 Iteration 21Q: 3 clusters Score -133298.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -133338.765625 Penalty: 765.375610 Iteration 22Q: 3 clusters Score -133338.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -133373.609375 Penalty: 765.375610 Iteration 23Q: 3 clusters Score -133373.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -133408.828125 Penalty: 765.375610 Iteration 24Q: 3 clusters Score -133408.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -133437.375000 Penalty: 765.375610 Iteration 25Q: 3 clusters Score -133437.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -133468.484375 Penalty: 765.375610 Iteration 26Q: 3 clusters Score -133468.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -133499.875000 Penalty: 765.375610 Iteration 27Q: 3 clusters Score -133499.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -133521.609375 Penalty: 765.375610 Iteration 28Q: 3 clusters Score -133521.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -133540.750000 Penalty: 765.375610 Iteration 29Q: 3 clusters Score -133540.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -133553.828125 Penalty: 765.375610 Iteration 30Q: 3 clusters Score -133553.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -133564.015625 Penalty: 765.375610 Iteration 31Q: 3 clusters Score -133564 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -133571.609375 Penalty: 765.375610 Iteration 32Q: 3 clusters Score -133571.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -133579.015625 Penalty: 765.375610 Iteration 33Q: 3 clusters Score -133579 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -133585.031250 Penalty: 765.375610 Iteration 34Q: 3 clusters Score -133585 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -133587.859375 Penalty: 765.375610 Iteration 35Q: 3 clusters Score -133587.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -133588.421875 Penalty: 765.375610 Iteration 36Q: 3 clusters Score -133588.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -133588.812500 Penalty: 765.375610 Iteration 37Q: 3 clusters Score -133588.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -133588.812500 Penalty: 765.375610 Iteration 38F: 3 clusters Score -133588.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -12192.725586 Penalty: 266.665771 Iteration 0F: 2 clusters Score -12192.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -11804.687500 Penalty: 533.331543 Iteration 0F: 3 clusters Score -11804.69 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11903.365234 Penalty: 533.331543 Iteration 1F: 3 clusters Score -11903.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11912.560547 Penalty: 533.331543 Iteration 2F: 3 clusters Score -11912.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11917.166992 Penalty: 533.331543 Iteration 3Q: 3 clusters Score -11917.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11919.448242 Penalty: 533.331543 Iteration 4Q: 3 clusters Score -11919.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11924.231445 Penalty: 533.331543 Iteration 5Q: 3 clusters Score -11924.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -11928.292969 Penalty: 533.331543 Iteration 6Q: 3 clusters Score -11928.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -11933.246094 Penalty: 533.331543 Iteration 7Q: 3 clusters Score -11933.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11935.878906 Penalty: 533.331543 Iteration 8Q: 3 clusters Score -11935.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -11939.304688 Penalty: 533.331543 Iteration 9Q: 3 clusters Score -11939.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -11942.778320 Penalty: 533.331543 Iteration 10Q: 3 clusters Score -11942.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -11944.905273 Penalty: 533.331543 Iteration 11Q: 3 clusters Score -11944.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -11947.258789 Penalty: 533.331543 Iteration 12Q: 3 clusters Score -11947.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -11947.258789 Penalty: 533.331543 Iteration 13F: 3 clusters Score -11947.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -20047.533203 Penalty: 310.755615 Iteration 0F: 2 clusters Score -20047.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -19322.712891 Penalty: 621.511230 Iteration 0F: 3 clusters Score -19322.71 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -19624.494141 Penalty: 621.511230 Iteration 1F: 3 clusters Score -19624.49 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -19719.310547 Penalty: 621.511230 Iteration 2F: 3 clusters Score -19719.31 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -19791.927734 Penalty: 621.511230 Iteration 3F: 3 clusters Score -19791.93 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -19870.751953 Penalty: 621.511230 Iteration 4F: 3 clusters Score -19870.75 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -19931.388672 Penalty: 621.511230 Iteration 5F: 3 clusters Score -19931.39 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -20009.203125 Penalty: 621.511230 Iteration 6F: 3 clusters Score -20009.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -20080.675781 Penalty: 621.511230 Iteration 7F: 3 clusters Score -20080.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -20121.021484 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -20121.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -20136.507812 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -20136.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -20147.064453 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -20147.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -20153.808594 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -20153.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -20160.792969 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -20160.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -20177.371094 Penalty: 621.511230 Iteration 13Q: 3 clusters Score -20177.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -20191.660156 Penalty: 621.511230 Iteration 14Q: 3 clusters Score -20191.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -20192.923828 Penalty: 621.511230 Iteration 15Q: 3 clusters Score -20192.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -20193.548828 Penalty: 621.511230 Iteration 16Q: 3 clusters Score -20193.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -20194.451172 Penalty: 621.511230 Iteration 17Q: 3 clusters Score -20194.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -20195.507812 Penalty: 621.511230 Iteration 18Q: 3 clusters Score -20195.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -20195.845703 Penalty: 621.511230 Iteration 19Q: 3 clusters Score -20195.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -20196.169922 Penalty: 621.511230 Iteration 20F: 3 clusters Score -20196.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -20196.363281 Penalty: 621.511230 Iteration 21Q: 3 clusters Score -20196.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -20196.363281 Penalty: 621.511230 Iteration 22F: 3 clusters Score -20196.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74026 members Mstep: Class 2 contains 729 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 196 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2790 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3292 members Mstep: Class 20 contains 839 members Entering Unmasked Estep Score: -3195190.500000 Penalty: 7294.772461 Splitting cluster 6 changes total score from -3195249.500000 to -3195190.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Entering Unmasked Estep Score: -145686.390625 Penalty: 383.360992 Iteration 0F: 2 clusters Score -145686.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -142600.203125 Penalty: 766.721985 Iteration 0F: 3 clusters Score -142600.2 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -143843.265625 Penalty: 766.721985 Iteration 1F: 3 clusters Score -143843.3 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -144083.562500 Penalty: 766.721985 Iteration 2F: 3 clusters Score -144083.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -144377.984375 Penalty: 766.721985 Iteration 3F: 3 clusters Score -144378 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -144702.000000 Penalty: 766.721985 Iteration 4F: 3 clusters Score -144702 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -144925.218750 Penalty: 766.721985 Iteration 5F: 3 clusters Score -144925.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -145030.750000 Penalty: 766.721985 Iteration 6Q: 3 clusters Score -145030.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -145097.312500 Penalty: 766.721985 Iteration 7Q: 3 clusters Score -145097.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -145132.484375 Penalty: 766.721985 Iteration 8Q: 3 clusters Score -145132.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -145167.359375 Penalty: 766.721985 Iteration 9Q: 3 clusters Score -145167.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -145207.875000 Penalty: 766.721985 Iteration 10Q: 3 clusters Score -145207.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -145239.703125 Penalty: 766.721985 Iteration 11Q: 3 clusters Score -145239.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -145259.156250 Penalty: 766.721985 Iteration 12Q: 3 clusters Score -145259.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -145273.078125 Penalty: 766.721985 Iteration 13Q: 3 clusters Score -145273.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -145282.218750 Penalty: 766.721985 Iteration 14Q: 3 clusters Score -145282.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -145290.968750 Penalty: 766.721985 Iteration 15Q: 3 clusters Score -145291 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -145295.953125 Penalty: 766.721985 Iteration 16Q: 3 clusters Score -145296 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -145301.843750 Penalty: 766.721985 Iteration 17Q: 3 clusters Score -145301.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -145307.468750 Penalty: 766.721985 Iteration 18Q: 3 clusters Score -145307.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -145311.734375 Penalty: 766.721985 Iteration 19Q: 3 clusters Score -145311.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -145316.218750 Penalty: 766.721985 Iteration 20F: 3 clusters Score -145316.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -145319.687500 Penalty: 766.721985 Iteration 21Q: 3 clusters Score -145319.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -145324.640625 Penalty: 766.721985 Iteration 22Q: 3 clusters Score -145324.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -145327.218750 Penalty: 766.721985 Iteration 23Q: 3 clusters Score -145327.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -145328.984375 Penalty: 766.721985 Iteration 24Q: 3 clusters Score -145329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -145329.187500 Penalty: 766.721985 Iteration 25Q: 3 clusters Score -145329.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -145329.875000 Penalty: 766.721985 Iteration 26Q: 3 clusters Score -145329.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -145331.343750 Penalty: 766.721985 Iteration 27Q: 3 clusters Score -145331.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -145332.437500 Penalty: 766.721985 Iteration 28Q: 3 clusters Score -145332.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -145333.640625 Penalty: 766.721985 Iteration 29Q: 3 clusters Score -145333.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -145336.937500 Penalty: 766.721985 Iteration 30Q: 3 clusters Score -145336.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -145340.671875 Penalty: 766.721985 Iteration 31Q: 3 clusters Score -145340.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -145343.281250 Penalty: 766.721985 Iteration 32Q: 3 clusters Score -145343.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -145344.500000 Penalty: 766.721985 Iteration 33Q: 3 clusters Score -145344.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -145345.140625 Penalty: 766.721985 Iteration 34Q: 3 clusters Score -145345.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -145345.296875 Penalty: 766.721985 Iteration 35Q: 3 clusters Score -145345.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -145345.296875 Penalty: 766.721985 Iteration 36F: 3 clusters Score -145345.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Entering Unmasked Estep Score: -26613.464844 Penalty: 305.660126 Iteration 0F: 2 clusters Score -26613.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -25936.578125 Penalty: 611.320251 Iteration 0F: 3 clusters Score -25936.58 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -26122.361328 Penalty: 611.320251 Iteration 1F: 3 clusters Score -26122.36 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -26174.564453 Penalty: 611.320251 Iteration 2F: 3 clusters Score -26174.56 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -26208.607422 Penalty: 611.320251 Iteration 3F: 3 clusters Score -26208.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -26239.550781 Penalty: 611.320251 Iteration 4Q: 3 clusters Score -26239.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -26260.855469 Penalty: 611.320251 Iteration 5Q: 3 clusters Score -26260.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26280.738281 Penalty: 611.320251 Iteration 6Q: 3 clusters Score -26280.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -26297.091797 Penalty: 611.320251 Iteration 7Q: 3 clusters Score -26297.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -26303.937500 Penalty: 611.320251 Iteration 8Q: 3 clusters Score -26303.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -26307.363281 Penalty: 611.320251 Iteration 9Q: 3 clusters Score -26307.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -26309.318359 Penalty: 611.320251 Iteration 10Q: 3 clusters Score -26309.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -26310.654297 Penalty: 611.320251 Iteration 11Q: 3 clusters Score -26310.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26311.822266 Penalty: 611.320251 Iteration 12Q: 3 clusters Score -26311.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26312.232422 Penalty: 611.320251 Iteration 13Q: 3 clusters Score -26312.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26312.705078 Penalty: 611.320251 Iteration 14Q: 3 clusters Score -26312.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -26312.867188 Penalty: 611.320251 Iteration 15Q: 3 clusters Score -26312.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26313.515625 Penalty: 611.320251 Iteration 16Q: 3 clusters Score -26313.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26316.250000 Penalty: 611.320251 Iteration 17Q: 3 clusters Score -26316.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26321.986328 Penalty: 611.320251 Iteration 18Q: 3 clusters Score -26321.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26333.615234 Penalty: 611.320251 Iteration 19Q: 3 clusters Score -26333.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26336.689453 Penalty: 611.320251 Iteration 20F: 3 clusters Score -26336.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -26339.027344 Penalty: 611.320251 Iteration 21Q: 3 clusters Score -26339.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -26340.789062 Penalty: 611.320251 Iteration 22Q: 3 clusters Score -26340.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -26340.994141 Penalty: 611.320251 Iteration 23Q: 3 clusters Score -26340.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -26340.994141 Penalty: 611.320251 Iteration 24F: 3 clusters Score -26340.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -12300.151367 Penalty: 269.431824 Iteration 0F: 2 clusters Score -12300.15 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: -11906.716797 Penalty: 538.863647 Iteration 0F: 3 clusters Score -11906.72 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12002.827148 Penalty: 538.863647 Iteration 1F: 3 clusters Score -12002.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12020.463867 Penalty: 538.863647 Iteration 2F: 3 clusters Score -12020.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -12030.721680 Penalty: 538.863647 Iteration 3Q: 3 clusters Score -12030.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12035.995117 Penalty: 538.863647 Iteration 4Q: 3 clusters Score -12036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -12036.781250 Penalty: 538.863647 Iteration 5Q: 3 clusters Score -12036.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -12038.356445 Penalty: 538.863647 Iteration 6Q: 3 clusters Score -12038.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12038.702148 Penalty: 538.863647 Iteration 7Q: 3 clusters Score -12038.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -12038.947266 Penalty: 538.863647 Iteration 8Q: 3 clusters Score -12038.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -12039.077148 Penalty: 538.863647 Iteration 9Q: 3 clusters Score -12039.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -12039.077148 Penalty: 538.863647 Iteration 10F: 3 clusters Score -12039.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -12993.000977 Penalty: 285.415924 Iteration 0F: 2 clusters Score -12993 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 266 members Entering Unmasked Estep Score: -12484.087891 Penalty: 570.831848 Iteration 0F: 3 clusters Score -12484.09 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -12635.971680 Penalty: 570.831848 Iteration 1F: 3 clusters Score -12635.97 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -12667.427734 Penalty: 570.831848 Iteration 2F: 3 clusters Score -12667.43 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12688.696289 Penalty: 570.831848 Iteration 3F: 3 clusters Score -12688.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -12700.653320 Penalty: 570.831848 Iteration 4Q: 3 clusters Score -12700.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -12717.541016 Penalty: 570.831848 Iteration 5Q: 3 clusters Score -12717.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -12732.060547 Penalty: 570.831848 Iteration 6Q: 3 clusters Score -12732.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12742.924805 Penalty: 570.831848 Iteration 7Q: 3 clusters Score -12742.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12751.150391 Penalty: 570.831848 Iteration 8Q: 3 clusters Score -12751.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12759.823242 Penalty: 570.831848 Iteration 9Q: 3 clusters Score -12759.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12768.943359 Penalty: 570.831848 Iteration 10Q: 3 clusters Score -12768.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12772.098633 Penalty: 570.831848 Iteration 11Q: 3 clusters Score -12772.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12778.396484 Penalty: 570.831848 Iteration 12Q: 3 clusters Score -12778.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12783.915039 Penalty: 570.831848 Iteration 13Q: 3 clusters Score -12783.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -12787.563477 Penalty: 570.831848 Iteration 14Q: 3 clusters Score -12787.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -12792.810547 Penalty: 570.831848 Iteration 15Q: 3 clusters Score -12792.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -12794.980469 Penalty: 570.831848 Iteration 16Q: 3 clusters Score -12794.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12801.052734 Penalty: 570.831848 Iteration 17Q: 3 clusters Score -12801.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12803.420898 Penalty: 570.831848 Iteration 18Q: 3 clusters Score -12803.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12806.786133 Penalty: 570.831848 Iteration 19Q: 3 clusters Score -12806.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12808.120117 Penalty: 570.831848 Iteration 20F: 3 clusters Score -12808.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Entering Unmasked Estep Score: -102314.492188 Penalty: 360.987762 Iteration 0F: 2 clusters Score -102314.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -100382.195312 Penalty: 721.975525 Iteration 0F: 3 clusters Score -100382.2 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -101099.328125 Penalty: 721.975525 Iteration 1F: 3 clusters Score -101099.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -101245.960938 Penalty: 721.975525 Iteration 2F: 3 clusters Score -101246 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -101382.250000 Penalty: 721.975525 Iteration 3F: 3 clusters Score -101382.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -101478.632812 Penalty: 721.975525 Iteration 4F: 3 clusters Score -101478.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -101564.132812 Penalty: 721.975525 Iteration 5F: 3 clusters Score -101564.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -101644.445312 Penalty: 721.975525 Iteration 6Q: 3 clusters Score -101644.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -101710.882812 Penalty: 721.975525 Iteration 7Q: 3 clusters Score -101710.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -101759.218750 Penalty: 721.975525 Iteration 8Q: 3 clusters Score -101759.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -101787.890625 Penalty: 721.975525 Iteration 9Q: 3 clusters Score -101787.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -101807.085938 Penalty: 721.975525 Iteration 10Q: 3 clusters Score -101807.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -101833.476562 Penalty: 721.975525 Iteration 11Q: 3 clusters Score -101833.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -101852.789062 Penalty: 721.975525 Iteration 12Q: 3 clusters Score -101852.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -101871.765625 Penalty: 721.975525 Iteration 13Q: 3 clusters Score -101871.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -101898.789062 Penalty: 721.975525 Iteration 14Q: 3 clusters Score -101898.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -101929.570312 Penalty: 721.975525 Iteration 15Q: 3 clusters Score -101929.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -101948.460938 Penalty: 721.975525 Iteration 16Q: 3 clusters Score -101948.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -101955.351562 Penalty: 721.975525 Iteration 17Q: 3 clusters Score -101955.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -101957.867188 Penalty: 721.975525 Iteration 18Q: 3 clusters Score -101957.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -101962.671875 Penalty: 721.975525 Iteration 19Q: 3 clusters Score -101962.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -101964.015625 Penalty: 721.975525 Iteration 20F: 3 clusters Score -101964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -101966.710938 Penalty: 721.975525 Iteration 21Q: 3 clusters Score -101966.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -101972.953125 Penalty: 721.975525 Iteration 22Q: 3 clusters Score -101973 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -101976.257812 Penalty: 721.975525 Iteration 23Q: 3 clusters Score -101976.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -101980.179688 Penalty: 721.975525 Iteration 24Q: 3 clusters Score -101980.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -101982.632812 Penalty: 721.975525 Iteration 25Q: 3 clusters Score -101982.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -101984.773438 Penalty: 721.975525 Iteration 26Q: 3 clusters Score -101984.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -101985.468750 Penalty: 721.975525 Iteration 27Q: 3 clusters Score -101985.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -101986.445312 Penalty: 721.975525 Iteration 28Q: 3 clusters Score -101986.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -101988.101562 Penalty: 721.975525 Iteration 29Q: 3 clusters Score -101988.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -101990.398438 Penalty: 721.975525 Iteration 30Q: 3 clusters Score -101990.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -101991.289062 Penalty: 721.975525 Iteration 31Q: 3 clusters Score -101991.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -101992.382812 Penalty: 721.975525 Iteration 32Q: 3 clusters Score -101992.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -101993.023438 Penalty: 721.975525 Iteration 33Q: 3 clusters Score -101993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -101993.023438 Penalty: 721.975525 Iteration 34F: 3 clusters Score -101993 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Entering Unmasked Estep Score: -16346.314453 Penalty: 283.843781 Iteration 0F: 2 clusters Score -16346.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15836.859375 Penalty: 567.687561 Iteration 0F: 3 clusters Score -15836.86 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15941.422852 Penalty: 567.687561 Iteration 1F: 3 clusters Score -15941.42 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -15970.338867 Penalty: 567.687561 Iteration 2F: 3 clusters Score -15970.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -15986.711914 Penalty: 567.687561 Iteration 3F: 3 clusters Score -15986.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15999.064453 Penalty: 567.687561 Iteration 4Q: 3 clusters Score -15999.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -16006.650391 Penalty: 567.687561 Iteration 5Q: 3 clusters Score -16006.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -16010.728516 Penalty: 567.687561 Iteration 6Q: 3 clusters Score -16010.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16021.059570 Penalty: 567.687561 Iteration 7Q: 3 clusters Score -16021.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16030.804688 Penalty: 567.687561 Iteration 8Q: 3 clusters Score -16030.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16038.607422 Penalty: 567.687561 Iteration 9Q: 3 clusters Score -16038.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16043.713867 Penalty: 567.687561 Iteration 10Q: 3 clusters Score -16043.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16046.420898 Penalty: 567.687561 Iteration 11Q: 3 clusters Score -16046.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16047.940430 Penalty: 567.687561 Iteration 12Q: 3 clusters Score -16047.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16049.130859 Penalty: 567.687561 Iteration 13Q: 3 clusters Score -16049.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16049.130859 Penalty: 567.687561 Iteration 14F: 3 clusters Score -16049.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -15121.447266 Penalty: 284.723877 Iteration 0F: 2 clusters Score -15121.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14606.984375 Penalty: 569.447754 Iteration 0F: 3 clusters Score -14606.98 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -14736.665039 Penalty: 569.447754 Iteration 1F: 3 clusters Score -14736.67 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14775.826172 Penalty: 569.447754 Iteration 2F: 3 clusters Score -14775.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14803.131836 Penalty: 569.447754 Iteration 3F: 3 clusters Score -14803.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -14817.491211 Penalty: 569.447754 Iteration 4Q: 3 clusters Score -14817.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14826.958984 Penalty: 569.447754 Iteration 5Q: 3 clusters Score -14826.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14848.113281 Penalty: 569.447754 Iteration 6Q: 3 clusters Score -14848.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -14858.273438 Penalty: 569.447754 Iteration 7Q: 3 clusters Score -14858.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -14863.339844 Penalty: 569.447754 Iteration 8Q: 3 clusters Score -14863.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14865.437500 Penalty: 569.447754 Iteration 9Q: 3 clusters Score -14865.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -14868.175781 Penalty: 569.447754 Iteration 10Q: 3 clusters Score -14868.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -14872.107422 Penalty: 569.447754 Iteration 11Q: 3 clusters Score -14872.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -14873.181641 Penalty: 569.447754 Iteration 12Q: 3 clusters Score -14873.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -14873.634766 Penalty: 569.447754 Iteration 13Q: 3 clusters Score -14873.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -14873.634766 Penalty: 569.447754 Iteration 14F: 3 clusters Score -14873.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Entering Unmasked Estep Score: -114854.429688 Penalty: 368.515900 Iteration 0F: 2 clusters Score -114854.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -112577.765625 Penalty: 737.031799 Iteration 0F: 3 clusters Score -112577.8 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -113432.640625 Penalty: 737.031799 Iteration 1F: 3 clusters Score -113432.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -113536.250000 Penalty: 737.031799 Iteration 2F: 3 clusters Score -113536.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -113617.070312 Penalty: 737.031799 Iteration 3F: 3 clusters Score -113617.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -113687.585938 Penalty: 737.031799 Iteration 4F: 3 clusters Score -113687.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -113746.500000 Penalty: 737.031799 Iteration 5Q: 3 clusters Score -113746.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -113798.304688 Penalty: 737.031799 Iteration 6Q: 3 clusters Score -113798.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -113860.367188 Penalty: 737.031799 Iteration 7Q: 3 clusters Score -113860.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -113921.265625 Penalty: 737.031799 Iteration 8Q: 3 clusters Score -113921.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -113991.390625 Penalty: 737.031799 Iteration 9Q: 3 clusters Score -113991.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -114067.742188 Penalty: 737.031799 Iteration 10Q: 3 clusters Score -114067.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -114144.859375 Penalty: 737.031799 Iteration 11Q: 3 clusters Score -114144.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -114230.046875 Penalty: 737.031799 Iteration 12Q: 3 clusters Score -114230 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -114298.109375 Penalty: 737.031799 Iteration 13Q: 3 clusters Score -114298.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -114350.015625 Penalty: 737.031799 Iteration 14Q: 3 clusters Score -114350 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -114387.226562 Penalty: 737.031799 Iteration 15Q: 3 clusters Score -114387.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -114411.335938 Penalty: 737.031799 Iteration 16Q: 3 clusters Score -114411.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -114435.984375 Penalty: 737.031799 Iteration 17Q: 3 clusters Score -114436 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -114457.000000 Penalty: 737.031799 Iteration 18Q: 3 clusters Score -114457 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -114483.421875 Penalty: 737.031799 Iteration 19Q: 3 clusters Score -114483.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -114493.039062 Penalty: 737.031799 Iteration 20F: 3 clusters Score -114493 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -114498.625000 Penalty: 737.031799 Iteration 21Q: 3 clusters Score -114498.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -114503.812500 Penalty: 737.031799 Iteration 22Q: 3 clusters Score -114503.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -114508.328125 Penalty: 737.031799 Iteration 23Q: 3 clusters Score -114508.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -114510.554688 Penalty: 737.031799 Iteration 24Q: 3 clusters Score -114510.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -114512.523438 Penalty: 737.031799 Iteration 25Q: 3 clusters Score -114512.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -114513.406250 Penalty: 737.031799 Iteration 26Q: 3 clusters Score -114513.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -114516.218750 Penalty: 737.031799 Iteration 27Q: 3 clusters Score -114516.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -114521.640625 Penalty: 737.031799 Iteration 28Q: 3 clusters Score -114521.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -114525.078125 Penalty: 737.031799 Iteration 29Q: 3 clusters Score -114525.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -114528.242188 Penalty: 737.031799 Iteration 30Q: 3 clusters Score -114528.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -114535.812500 Penalty: 737.031799 Iteration 31Q: 3 clusters Score -114535.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -114540.023438 Penalty: 737.031799 Iteration 32Q: 3 clusters Score -114540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -114542.226562 Penalty: 737.031799 Iteration 33Q: 3 clusters Score -114542.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -114544.976562 Penalty: 737.031799 Iteration 34Q: 3 clusters Score -114545 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -114548.390625 Penalty: 737.031799 Iteration 35Q: 3 clusters Score -114548.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -114554.726562 Penalty: 737.031799 Iteration 36Q: 3 clusters Score -114554.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -114555.679688 Penalty: 737.031799 Iteration 37Q: 3 clusters Score -114555.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -114558.648438 Penalty: 737.031799 Iteration 38Q: 3 clusters Score -114558.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -114559.375000 Penalty: 737.031799 Iteration 39Q: 3 clusters Score -114559.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -114559.375000 Penalty: 737.031799 Iteration 40F: 3 clusters Score -114559.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Entering Unmasked Estep Score: -26172.578125 Penalty: 306.315582 Iteration 0F: 2 clusters Score -26172.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -25479.048828 Penalty: 612.631165 Iteration 0F: 3 clusters Score -25479.05 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -25682.126953 Penalty: 612.631165 Iteration 1F: 3 clusters Score -25682.13 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -25726.673828 Penalty: 612.631165 Iteration 2F: 3 clusters Score -25726.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -25751.662109 Penalty: 612.631165 Iteration 3F: 3 clusters Score -25751.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -25776.792969 Penalty: 612.631165 Iteration 4Q: 3 clusters Score -25776.79 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -25808.029297 Penalty: 612.631165 Iteration 5Q: 3 clusters Score -25808.03 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -25827.238281 Penalty: 612.631165 Iteration 6Q: 3 clusters Score -25827.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -25845.203125 Penalty: 612.631165 Iteration 7Q: 3 clusters Score -25845.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -25863.691406 Penalty: 612.631165 Iteration 8Q: 3 clusters Score -25863.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -25878.242188 Penalty: 612.631165 Iteration 9Q: 3 clusters Score -25878.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -25886.048828 Penalty: 612.631165 Iteration 10Q: 3 clusters Score -25886.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -25889.558594 Penalty: 612.631165 Iteration 11Q: 3 clusters Score -25889.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25891.980469 Penalty: 612.631165 Iteration 12Q: 3 clusters Score -25891.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -25895.007812 Penalty: 612.631165 Iteration 13Q: 3 clusters Score -25895.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -25897.240234 Penalty: 612.631165 Iteration 14Q: 3 clusters Score -25897.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -25900.316406 Penalty: 612.631165 Iteration 15Q: 3 clusters Score -25900.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -25902.687500 Penalty: 612.631165 Iteration 16Q: 3 clusters Score -25902.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -25904.029297 Penalty: 612.631165 Iteration 17Q: 3 clusters Score -25904.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -25904.447266 Penalty: 612.631165 Iteration 18Q: 3 clusters Score -25904.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -25904.650391 Penalty: 612.631165 Iteration 19Q: 3 clusters Score -25904.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -25904.650391 Penalty: 612.631165 Iteration 20F: 3 clusters Score -25904.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74026 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2790 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3292 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195251.500000 Penalty: 6773.717285 Iteration 79Q: 14 clusters Score -3195252 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74021 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2797 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3290 members Mstep: Class 20 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -3195252.250000 Penalty: 6773.717285 Iteration 80F: 14 clusters Score -3195252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74015 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 351 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2802 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3290 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195251.500000 Penalty: 6773.717285 Iteration 81Q: 14 clusters Score -3195252 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74009 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 512 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3290 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195254.000000 Penalty: 6773.717285 Iteration 82Q: 14 clusters Score -3195254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74005 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 513 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3292 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195252.000000 Penalty: 6773.717285 Iteration 83Q: 14 clusters Score -3195252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 74001 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2810 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 522 members Mstep: Class 19 contains 3293 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195249.250000 Penalty: 6773.717285 Iteration 84Q: 14 clusters Score -3195249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73998 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2814 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3291 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195249.750000 Penalty: 6773.717285 Iteration 85Q: 14 clusters Score -3195250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73998 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4561 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2816 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3289 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195249.500000 Penalty: 6773.717285 Iteration 86Q: 14 clusters Score -3195250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73996 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 352 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2817 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3289 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195255.500000 Penalty: 6773.717285 Iteration 87Q: 14 clusters Score -3195256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73996 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 354 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2817 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3287 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195260.000000 Penalty: 6773.717285 Iteration 88Q: 14 clusters Score -3195260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73995 members Mstep: Class 3 contains 4496 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 530 members Mstep: Class 15 contains 2818 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3285 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195257.250000 Penalty: 6773.717285 Iteration 89Q: 14 clusters Score -3195257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73996 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2818 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 523 members Mstep: Class 19 contains 3286 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195258.500000 Penalty: 6773.717285 Iteration 90Q: 14 clusters Score -3195258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73995 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4563 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2818 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3285 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195260.500000 Penalty: 6773.717285 Iteration 91Q: 14 clusters Score -3195260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73995 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4563 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2819 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -3195262.750000 Penalty: 6773.717285 Iteration 92Q: 14 clusters Score -3195263 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73994 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4563 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2819 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -3195265.250000 Penalty: 6773.717285 Iteration 93Q: 14 clusters Score -3195265 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73994 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 4563 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2819 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 841 members Entering Unmasked Estep ConsiderDeletion Score: -3195265.250000 Penalty: 6773.717285 Iteration 94F: 14 clusters Score -3195265 nChanged 0 Entering ConstructFrom: Score: -3195265.250000 Penalty: 6773.717285 Entering ConstructFrom: Trying to split cluster 1 (73994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73994 members Entering Unmasked Estep Score: -2648749.250000 Penalty: 510.134155 Iteration 0F: 2 clusters Score -2648749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36913 members Mstep: Class 2 contains 37081 members Entering Unmasked Estep Score: -2598884.000000 Penalty: 1020.268311 Iteration 0F: 3 clusters Score -2598884 nChanged 36010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34949 members Mstep: Class 2 contains 39045 members Entering Unmasked Estep Score: -2619890.500000 Penalty: 1020.268311 Iteration 1F: 3 clusters Score -2619890 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33612 members Mstep: Class 2 contains 40382 members Entering Unmasked Estep Score: -2620610.750000 Penalty: 1020.268311 Iteration 2Q: 3 clusters Score -2620611 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31538 members Mstep: Class 2 contains 42456 members Entering Unmasked Estep Score: -2621577.750000 Penalty: 1020.268311 Iteration 3Q: 3 clusters Score -2621578 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28376 members Mstep: Class 2 contains 45618 members Entering Unmasked Estep Score: -2623181.500000 Penalty: 1020.268311 Iteration 4Q: 3 clusters Score -2623182 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23575 members Mstep: Class 2 contains 50419 members Entering Unmasked Estep Score: -2626171.250000 Penalty: 1020.268311 Iteration 5F: 3 clusters Score -2626171 nChanged 6651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Mstep: Class 2 contains 57042 members Entering Unmasked Estep Score: -2631379.000000 Penalty: 1020.268311 Iteration 6F: 3 clusters Score -2631379 nChanged 7156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 64194 members Entering Unmasked Estep Score: -2638225.250000 Penalty: 1020.268311 Iteration 7F: 3 clusters Score -2638225 nChanged 5766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 69960 members Entering Unmasked Estep Score: -2644192.500000 Penalty: 1020.268311 Iteration 8F: 3 clusters Score -2644192 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 72872 members Entering Unmasked Estep Score: -2647188.500000 Penalty: 1020.268311 Iteration 9Q: 3 clusters Score -2647188 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 73734 members Entering Unmasked Estep Score: -2648022.250000 Penalty: 1020.268311 Iteration 10Q: 3 clusters Score -2648022 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 73921 members Entering Unmasked Estep Score: -2648209.500000 Penalty: 1020.268311 Iteration 11Q: 3 clusters Score -2648210 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 73959 members Entering Unmasked Estep Score: -2648258.500000 Penalty: 1020.268311 Iteration 12Q: 3 clusters Score -2648258 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 73968 members Entering Unmasked Estep Score: -2648285.000000 Penalty: 1020.268311 Iteration 13Q: 3 clusters Score -2648285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 73968 members Entering Unmasked Estep Score: -2648283.250000 Penalty: 1020.268311 Iteration 14Q: 3 clusters Score -2648283 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 73968 members Entering Unmasked Estep Score: -2648283.250000 Penalty: 1020.268311 Iteration 15F: 3 clusters Score -2648283 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Entering Unmasked Estep Score: -133820.812500 Penalty: 382.687805 Iteration 0F: 2 clusters Score -133820.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -130723.671875 Penalty: 765.375610 Iteration 0F: 3 clusters Score -130723.7 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -131943.031250 Penalty: 765.375610 Iteration 1F: 3 clusters Score -131943 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -132199.406250 Penalty: 765.375610 Iteration 2F: 3 clusters Score -132199.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -132415.375000 Penalty: 765.375610 Iteration 3F: 3 clusters Score -132415.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -132539.796875 Penalty: 765.375610 Iteration 4F: 3 clusters Score -132539.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -132613.484375 Penalty: 765.375610 Iteration 5Q: 3 clusters Score -132613.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -132682.515625 Penalty: 765.375610 Iteration 6Q: 3 clusters Score -132682.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -132749.187500 Penalty: 765.375610 Iteration 7Q: 3 clusters Score -132749.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -132822.234375 Penalty: 765.375610 Iteration 8Q: 3 clusters Score -132822.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -132872.203125 Penalty: 765.375610 Iteration 9Q: 3 clusters Score -132872.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -132909.562500 Penalty: 765.375610 Iteration 10Q: 3 clusters Score -132909.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -132951.328125 Penalty: 765.375610 Iteration 11Q: 3 clusters Score -132951.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -133005.843750 Penalty: 765.375610 Iteration 12Q: 3 clusters Score -133005.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -133074.171875 Penalty: 765.375610 Iteration 13Q: 3 clusters Score -133074.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -133121.828125 Penalty: 765.375610 Iteration 14Q: 3 clusters Score -133121.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -133169.859375 Penalty: 765.375610 Iteration 15Q: 3 clusters Score -133169.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -133223.968750 Penalty: 765.375610 Iteration 16Q: 3 clusters Score -133224 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -133275.468750 Penalty: 765.375610 Iteration 17Q: 3 clusters Score -133275.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -133322.593750 Penalty: 765.375610 Iteration 18Q: 3 clusters Score -133322.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -133359.515625 Penalty: 765.375610 Iteration 19Q: 3 clusters Score -133359.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -133387.625000 Penalty: 765.375610 Iteration 20F: 3 clusters Score -133387.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -133410.875000 Penalty: 765.375610 Iteration 21Q: 3 clusters Score -133410.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -133442.468750 Penalty: 765.375610 Iteration 22Q: 3 clusters Score -133442.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -133467.437500 Penalty: 765.375610 Iteration 23Q: 3 clusters Score -133467.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -133492.468750 Penalty: 765.375610 Iteration 24Q: 3 clusters Score -133492.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -133507.375000 Penalty: 765.375610 Iteration 25Q: 3 clusters Score -133507.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -133519.250000 Penalty: 765.375610 Iteration 26Q: 3 clusters Score -133519.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -133530.187500 Penalty: 765.375610 Iteration 27Q: 3 clusters Score -133530.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -133544.093750 Penalty: 765.375610 Iteration 28Q: 3 clusters Score -133544.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -133553.703125 Penalty: 765.375610 Iteration 29Q: 3 clusters Score -133553.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -133561.734375 Penalty: 765.375610 Iteration 30Q: 3 clusters Score -133561.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -133568.500000 Penalty: 765.375610 Iteration 31Q: 3 clusters Score -133568.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -133573.609375 Penalty: 765.375610 Iteration 32Q: 3 clusters Score -133573.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -133578.375000 Penalty: 765.375610 Iteration 33Q: 3 clusters Score -133578.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -133578.828125 Penalty: 765.375610 Iteration 34Q: 3 clusters Score -133578.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -133580.390625 Penalty: 765.375610 Iteration 35Q: 3 clusters Score -133580.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -133582.390625 Penalty: 765.375610 Iteration 36Q: 3 clusters Score -133582.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -133586.062500 Penalty: 765.375610 Iteration 37Q: 3 clusters Score -133586.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -133588.203125 Penalty: 765.375610 Iteration 38Q: 3 clusters Score -133588.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -133589.046875 Penalty: 765.375610 Iteration 39Q: 3 clusters Score -133589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -133589.484375 Penalty: 765.375610 Iteration 40F: 3 clusters Score -133589.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -133589.703125 Penalty: 765.375610 Iteration 41Q: 3 clusters Score -133589.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -133589.703125 Penalty: 765.375610 Iteration 42F: 3 clusters Score -133589.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Entering Unmasked Estep Score: -12369.733398 Penalty: 267.309357 Iteration 0F: 2 clusters Score -12369.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11971.164062 Penalty: 534.618713 Iteration 0F: 3 clusters Score -11971.16 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -12057.106445 Penalty: 534.618713 Iteration 1F: 3 clusters Score -12057.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12080.195312 Penalty: 534.618713 Iteration 2F: 3 clusters Score -12080.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12095.325195 Penalty: 534.618713 Iteration 3F: 3 clusters Score -12095.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12098.250977 Penalty: 534.618713 Iteration 4Q: 3 clusters Score -12098.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -12098.961914 Penalty: 534.618713 Iteration 5Q: 3 clusters Score -12098.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -12100.777344 Penalty: 534.618713 Iteration 6Q: 3 clusters Score -12100.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -12101.848633 Penalty: 534.618713 Iteration 7Q: 3 clusters Score -12101.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12105.375000 Penalty: 534.618713 Iteration 8Q: 3 clusters Score -12105.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12106.438477 Penalty: 534.618713 Iteration 9Q: 3 clusters Score -12106.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -12107.890625 Penalty: 534.618713 Iteration 10Q: 3 clusters Score -12107.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -12107.890625 Penalty: 534.618713 Iteration 11F: 3 clusters Score -12107.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -20047.533203 Penalty: 310.755615 Iteration 0F: 2 clusters Score -20047.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -19326.611328 Penalty: 621.511230 Iteration 0F: 3 clusters Score -19326.61 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -19626.068359 Penalty: 621.511230 Iteration 1F: 3 clusters Score -19626.07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -19793.480469 Penalty: 621.511230 Iteration 2F: 3 clusters Score -19793.48 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -19971.667969 Penalty: 621.511230 Iteration 3F: 3 clusters Score -19971.67 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -20078.865234 Penalty: 621.511230 Iteration 4F: 3 clusters Score -20078.87 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -20114.875000 Penalty: 621.511230 Iteration 5Q: 3 clusters Score -20114.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -20129.443359 Penalty: 621.511230 Iteration 6Q: 3 clusters Score -20129.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -20140.845703 Penalty: 621.511230 Iteration 7Q: 3 clusters Score -20140.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -20165.476562 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -20165.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -20179.166016 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -20179.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20185.962891 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -20185.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -20188.765625 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -20188.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -20189.255859 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -20189.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20189.527344 Penalty: 621.511230 Iteration 13Q: 3 clusters Score -20189.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -20189.714844 Penalty: 621.511230 Iteration 14Q: 3 clusters Score -20189.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -20190.205078 Penalty: 621.511230 Iteration 15F: 3 clusters Score -20190.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -20192.035156 Penalty: 621.511230 Iteration 16Q: 3 clusters Score -20192.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -20194.785156 Penalty: 621.511230 Iteration 17Q: 3 clusters Score -20194.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20195.890625 Penalty: 621.511230 Iteration 18Q: 3 clusters Score -20195.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20195.890625 Penalty: 621.511230 Iteration 19F: 3 clusters Score -20195.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73994 members Mstep: Class 2 contains 206 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 719 members Mstep: Class 8 contains 4563 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2819 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 841 members Entering Unmasked Estep Score: -3195201.500000 Penalty: 7294.772461 Splitting cluster 6 changes total score from -3195265.250000 to -3195201.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Entering Unmasked Estep Score: -145723.031250 Penalty: 383.370972 Iteration 0F: 2 clusters Score -145723 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -142639.296875 Penalty: 766.741943 Iteration 0F: 3 clusters Score -142639.3 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -143766.250000 Penalty: 766.741943 Iteration 1F: 3 clusters Score -143766.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -143893.125000 Penalty: 766.741943 Iteration 2F: 3 clusters Score -143893.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -144035.515625 Penalty: 766.741943 Iteration 3F: 3 clusters Score -144035.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -144181.093750 Penalty: 766.741943 Iteration 4F: 3 clusters Score -144181.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -144336.031250 Penalty: 766.741943 Iteration 5F: 3 clusters Score -144336 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -144493.015625 Penalty: 766.741943 Iteration 6Q: 3 clusters Score -144493 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -144625.765625 Penalty: 766.741943 Iteration 7F: 3 clusters Score -144625.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -144688.250000 Penalty: 766.741943 Iteration 8Q: 3 clusters Score -144688.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -144733.218750 Penalty: 766.741943 Iteration 9Q: 3 clusters Score -144733.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -144769.062500 Penalty: 766.741943 Iteration 10Q: 3 clusters Score -144769.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -144794.515625 Penalty: 766.741943 Iteration 11Q: 3 clusters Score -144794.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -144813.468750 Penalty: 766.741943 Iteration 12Q: 3 clusters Score -144813.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -144830.921875 Penalty: 766.741943 Iteration 13Q: 3 clusters Score -144830.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -144846.687500 Penalty: 766.741943 Iteration 14Q: 3 clusters Score -144846.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -144859.578125 Penalty: 766.741943 Iteration 15Q: 3 clusters Score -144859.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -144868.968750 Penalty: 766.741943 Iteration 16Q: 3 clusters Score -144869 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -144879.109375 Penalty: 766.741943 Iteration 17Q: 3 clusters Score -144879.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -144888.718750 Penalty: 766.741943 Iteration 18Q: 3 clusters Score -144888.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -144898.359375 Penalty: 766.741943 Iteration 19Q: 3 clusters Score -144898.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -144908.843750 Penalty: 766.741943 Iteration 20F: 3 clusters Score -144908.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -144916.328125 Penalty: 766.741943 Iteration 21Q: 3 clusters Score -144916.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -144920.546875 Penalty: 766.741943 Iteration 22Q: 3 clusters Score -144920.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -144926.421875 Penalty: 766.741943 Iteration 23Q: 3 clusters Score -144926.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -144933.421875 Penalty: 766.741943 Iteration 24Q: 3 clusters Score -144933.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -144940.343750 Penalty: 766.741943 Iteration 25Q: 3 clusters Score -144940.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -144950.875000 Penalty: 766.741943 Iteration 26Q: 3 clusters Score -144950.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -144971.531250 Penalty: 766.741943 Iteration 27Q: 3 clusters Score -144971.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -144990.359375 Penalty: 766.741943 Iteration 28Q: 3 clusters Score -144990.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -145006.500000 Penalty: 766.741943 Iteration 29Q: 3 clusters Score -145006.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -145029.906250 Penalty: 766.741943 Iteration 30Q: 3 clusters Score -145029.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -145057.734375 Penalty: 766.741943 Iteration 31Q: 3 clusters Score -145057.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -145095.765625 Penalty: 766.741943 Iteration 32Q: 3 clusters Score -145095.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -145140.281250 Penalty: 766.741943 Iteration 33Q: 3 clusters Score -145140.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -145183.703125 Penalty: 766.741943 Iteration 34Q: 3 clusters Score -145183.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -145226.078125 Penalty: 766.741943 Iteration 35Q: 3 clusters Score -145226.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -145256.515625 Penalty: 766.741943 Iteration 36Q: 3 clusters Score -145256.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -145290.171875 Penalty: 766.741943 Iteration 37Q: 3 clusters Score -145290.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -145334.000000 Penalty: 766.741943 Iteration 38Q: 3 clusters Score -145334 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -145364.609375 Penalty: 766.741943 Iteration 39Q: 3 clusters Score -145364.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -145397.421875 Penalty: 766.741943 Iteration 40F: 3 clusters Score -145397.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -145431.640625 Penalty: 766.741943 Iteration 41Q: 3 clusters Score -145431.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -145466.218750 Penalty: 766.741943 Iteration 42Q: 3 clusters Score -145466.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -145521.125000 Penalty: 766.741943 Iteration 43Q: 3 clusters Score -145521.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -145578.390625 Penalty: 766.741943 Iteration 44Q: 3 clusters Score -145578.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -145642.312500 Penalty: 766.741943 Iteration 45Q: 3 clusters Score -145642.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -145722.531250 Penalty: 766.741943 Iteration 46Q: 3 clusters Score -145722.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -145754.421875 Penalty: 766.741943 Iteration 47Q: 3 clusters Score -145754.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -145773.031250 Penalty: 766.741943 Iteration 48Q: 3 clusters Score -145773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -145781.187500 Penalty: 766.741943 Iteration 49Q: 3 clusters Score -145781.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -145783.265625 Penalty: 766.741943 Iteration 50Q: 3 clusters Score -145783.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -145783.812500 Penalty: 766.741943 Iteration 51Q: 3 clusters Score -145783.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -145784.281250 Penalty: 766.741943 Iteration 52Q: 3 clusters Score -145784.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -145784.687500 Penalty: 766.741943 Iteration 53Q: 3 clusters Score -145784.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -145785.546875 Penalty: 766.741943 Iteration 54F: 3 clusters Score -145785.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -145785.906250 Penalty: 766.741943 Iteration 55Q: 3 clusters Score -145785.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -145785.968750 Penalty: 766.741943 Iteration 56Q: 3 clusters Score -145786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -145785.968750 Penalty: 766.741943 Iteration 57F: 3 clusters Score -145786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 73994 members Mstep: Class 2 contains 665 members Mstep: Class 3 contains 4495 members Mstep: Class 5 contains 356 members Mstep: Class 6 contains 925 members Mstep: Class 8 contains 3898 members Mstep: Class 9 contains 827 members Mstep: Class 11 contains 373 members Mstep: Class 13 contains 529 members Mstep: Class 15 contains 2819 members Mstep: Class 16 contains 514 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 3284 members Mstep: Class 20 contains 841 members Entering Unmasked Estep Score: -3195189.500000 Penalty: 7294.772461 Splitting cluster 8 changes total score from -3195265.250000 to -3195189.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Entering Unmasked Estep Score: -26613.464844 Penalty: 305.660126 Iteration 0F: 2 clusters Score -26613.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -25896.154297 Penalty: 611.320251 Iteration 0F: 3 clusters Score -25896.15 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -26102.703125 Penalty: 611.320251 Iteration 1F: 3 clusters Score -26102.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26153.328125 Penalty: 611.320251 Iteration 2F: 3 clusters Score -26153.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -26178.646484 Penalty: 611.320251 Iteration 3F: 3 clusters Score -26178.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26195.291016 Penalty: 611.320251 Iteration 4Q: 3 clusters Score -26195.29 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -26217.044922 Penalty: 611.320251 Iteration 5Q: 3 clusters Score -26217.04 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -26246.095703 Penalty: 611.320251 Iteration 6Q: 3 clusters Score -26246.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -26265.744141 Penalty: 611.320251 Iteration 7Q: 3 clusters Score -26265.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -26276.513672 Penalty: 611.320251 Iteration 8Q: 3 clusters Score -26276.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -26287.919922 Penalty: 611.320251 Iteration 9Q: 3 clusters Score -26287.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -26297.689453 Penalty: 611.320251 Iteration 10Q: 3 clusters Score -26297.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -26309.615234 Penalty: 611.320251 Iteration 11Q: 3 clusters Score -26309.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -26323.990234 Penalty: 611.320251 Iteration 12Q: 3 clusters Score -26323.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -26332.218750 Penalty: 611.320251 Iteration 13Q: 3 clusters Score -26332.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26340.689453 Penalty: 611.320251 Iteration 14Q: 3 clusters Score -26340.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -26346.169922 Penalty: 611.320251 Iteration 15Q: 3 clusters Score -26346.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -26349.779297 Penalty: 611.320251 Iteration 16Q: 3 clusters Score -26349.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -26353.019531 Penalty: 611.320251 Iteration 17Q: 3 clusters Score -26353.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -26353.896484 Penalty: 611.320251 Iteration 18Q: 3 clusters Score -26353.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -26356.861328 Penalty: 611.320251 Iteration 19Q: 3 clusters Score -26356.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -26359.250000 Penalty: 611.320251 Iteration 20F: 3 clusters Score -26359.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -26361.679688 Penalty: 611.320251 Iteration 21Q: 3 clusters Score -26361.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -26362.593750 Penalty: 611.320251 Iteration 22Q: 3 clusters Score -26362.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -26363.371094 Penalty: 611.320251 Iteration 23Q: 3 clusters Score -26363.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -26363.697266 Penalty: 611.320251 Iteration 24Q: 3 clusters Score -26363.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -26364.640625 Penalty: 611.320251 Iteration 25Q: 3 clusters Score -26364.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -26365.126953 Penalty: 611.320251 Iteration 26Q: 3 clusters Score -26365.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -26365.617188 Penalty: 611.320251 Iteration 27Q: 3 clusters Score -26365.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -26365.812500 Penalty: 611.320251 Iteration 28Q: 3 clusters Score -26365.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -26367.521484 Penalty: 611.320251 Iteration 29Q: 3 clusters Score -26367.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -26368.675781 Penalty: 611.320251 Iteration 30Q: 3 clusters Score -26368.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26369.300781 Penalty: 611.320251 Iteration 31Q: 3 clusters Score -26369.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26369.300781 Penalty: 611.320251 Iteration 32F: 3 clusters Score -26369.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -12300.151367 Penalty: 269.431824 Iteration 0F: 2 clusters Score -12300.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -11888.911133 Penalty: 538.863647 Iteration 0F: 3 clusters Score -11888.91 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11984.359375 Penalty: 538.863647 Iteration 1F: 3 clusters Score -11984.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -12012.918945 Penalty: 538.863647 Iteration 2F: 3 clusters Score -12012.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12032.736328 Penalty: 538.863647 Iteration 3Q: 3 clusters Score -12032.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -12043.302734 Penalty: 538.863647 Iteration 4Q: 3 clusters Score -12043.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12052.375000 Penalty: 538.863647 Iteration 5Q: 3 clusters Score -12052.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -12065.362305 Penalty: 538.863647 Iteration 6Q: 3 clusters Score -12065.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12068.571289 Penalty: 538.863647 Iteration 7Q: 3 clusters Score -12068.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12071.184570 Penalty: 538.863647 Iteration 8Q: 3 clusters Score -12071.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -12072.742188 Penalty: 538.863647 Iteration 9Q: 3 clusters Score -12072.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -12072.969727 Penalty: 538.863647 Iteration 10Q: 3 clusters Score -12072.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12073.059570 Penalty: 538.863647 Iteration 11Q: 3 clusters Score -12073.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12073.059570 Penalty: 538.863647 Iteration 12F: 3 clusters Score -12073.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Entering Unmasked Estep Score: -12966.766602 Penalty: 285.329987 Iteration 0F: 2 clusters Score -12966.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12472.390625 Penalty: 570.659973 Iteration 0F: 3 clusters Score -12472.39 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -12588.321289 Penalty: 570.659973 Iteration 1F: 3 clusters Score -12588.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -12642.798828 Penalty: 570.659973 Iteration 2F: 3 clusters Score -12642.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -12674.775391 Penalty: 570.659973 Iteration 3F: 3 clusters Score -12674.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12690.789062 Penalty: 570.659973 Iteration 4Q: 3 clusters Score -12690.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12704.831055 Penalty: 570.659973 Iteration 5Q: 3 clusters Score -12704.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12715.182617 Penalty: 570.659973 Iteration 6Q: 3 clusters Score -12715.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12723.124023 Penalty: 570.659973 Iteration 7Q: 3 clusters Score -12723.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12730.983398 Penalty: 570.659973 Iteration 8Q: 3 clusters Score -12730.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -12739.571289 Penalty: 570.659973 Iteration 9Q: 3 clusters Score -12739.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12743.491211 Penalty: 570.659973 Iteration 10Q: 3 clusters Score -12743.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12744.405273 Penalty: 570.659973 Iteration 11Q: 3 clusters Score -12744.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12746.277344 Penalty: 570.659973 Iteration 12Q: 3 clusters Score -12746.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12748.230469 Penalty: 570.659973 Iteration 13Q: 3 clusters Score -12748.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -12751.892578 Penalty: 570.659973 Iteration 14Q: 3 clusters Score -12751.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -12756.250000 Penalty: 570.659973 Iteration 15Q: 3 clusters Score -12756.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -12759.402344 Penalty: 570.659973 Iteration 16Q: 3 clusters Score -12759.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12762.252930 Penalty: 570.659973 Iteration 17Q: 3 clusters Score -12762.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -12764.482422 Penalty: 570.659973 Iteration 18Q: 3 clusters Score -12764.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -12765.121094 Penalty: 570.659973 Iteration 19Q: 3 clusters Score -12765.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12765.291992 Penalty: 570.659973 Iteration 20F: 3 clusters Score -12765.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -12765.728516 Penalty: 570.659973 Iteration 21Q: 3 clusters Score -12765.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -12768.143555 Penalty: 570.659973 Iteration 22Q: 3 clusters Score -12768.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12769.396484 Penalty: 570.659973 Iteration 23Q: 3 clusters Score -12769.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12769.648438 Penalty: 570.659973 Iteration 24Q: 3 clusters Score -12769.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12769.648438 Penalty: 570.659973 Iteration 25F: 3 clusters Score -12769.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Entering Unmasked Estep Score: -103389.289062 Penalty: 361.458252 Iteration 0F: 2 clusters Score -103389.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -101409.773438 Penalty: 722.916504 Iteration 0F: 3 clusters Score -101409.8 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -102116.898438 Penalty: 722.916504 Iteration 1F: 3 clusters Score -102116.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -102247.609375 Penalty: 722.916504 Iteration 2F: 3 clusters Score -102247.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -102405.554688 Penalty: 722.916504 Iteration 3F: 3 clusters Score -102405.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -102581.328125 Penalty: 722.916504 Iteration 4F: 3 clusters Score -102581.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -102761.523438 Penalty: 722.916504 Iteration 5F: 3 clusters Score -102761.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -102881.734375 Penalty: 722.916504 Iteration 6F: 3 clusters Score -102881.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -102949.054688 Penalty: 722.916504 Iteration 7Q: 3 clusters Score -102949.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -102996.289062 Penalty: 722.916504 Iteration 8Q: 3 clusters Score -102996.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -103018.523438 Penalty: 722.916504 Iteration 9Q: 3 clusters Score -103018.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -103029.281250 Penalty: 722.916504 Iteration 10Q: 3 clusters Score -103029.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -103039.023438 Penalty: 722.916504 Iteration 11Q: 3 clusters Score -103039 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -103047.531250 Penalty: 722.916504 Iteration 12Q: 3 clusters Score -103047.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -103052.343750 Penalty: 722.916504 Iteration 13Q: 3 clusters Score -103052.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -103055.929688 Penalty: 722.916504 Iteration 14Q: 3 clusters Score -103055.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -103058.460938 Penalty: 722.916504 Iteration 15Q: 3 clusters Score -103058.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -103060.531250 Penalty: 722.916504 Iteration 16Q: 3 clusters Score -103060.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -103063.476562 Penalty: 722.916504 Iteration 17Q: 3 clusters Score -103063.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -103065.625000 Penalty: 722.916504 Iteration 18Q: 3 clusters Score -103065.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -103067.687500 Penalty: 722.916504 Iteration 19Q: 3 clusters Score -103067.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -103072.945312 Penalty: 722.916504 Iteration 20F: 3 clusters Score -103072.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -103075.671875 Penalty: 722.916504 Iteration 21Q: 3 clusters Score -103075.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -103077.500000 Penalty: 722.916504 Iteration 22Q: 3 clusters Score -103077.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -103077.500000 Penalty: 722.916504 Iteration 23F: 3 clusters Score -103077.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -16413.402344 Penalty: 284.021149 Iteration 0F: 2 clusters Score -16413.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15917.416016 Penalty: 568.042297 Iteration 0F: 3 clusters Score -15917.42 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -16051.445312 Penalty: 568.042297 Iteration 1F: 3 clusters Score -16051.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -16094.711914 Penalty: 568.042297 Iteration 2F: 3 clusters Score -16094.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -16112.529297 Penalty: 568.042297 Iteration 3Q: 3 clusters Score -16112.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -16124.531250 Penalty: 568.042297 Iteration 4Q: 3 clusters Score -16124.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -16135.639648 Penalty: 568.042297 Iteration 5Q: 3 clusters Score -16135.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -16144.492188 Penalty: 568.042297 Iteration 6Q: 3 clusters Score -16144.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16152.109375 Penalty: 568.042297 Iteration 7Q: 3 clusters Score -16152.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16153.795898 Penalty: 568.042297 Iteration 8Q: 3 clusters Score -16153.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16154.156250 Penalty: 568.042297 Iteration 9Q: 3 clusters Score -16154.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16156.596680 Penalty: 568.042297 Iteration 10Q: 3 clusters Score -16156.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16157.376953 Penalty: 568.042297 Iteration 11Q: 3 clusters Score -16157.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16157.678711 Penalty: 568.042297 Iteration 12Q: 3 clusters Score -16157.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -16158.395508 Penalty: 568.042297 Iteration 13Q: 3 clusters Score -16158.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -16158.978516 Penalty: 568.042297 Iteration 14Q: 3 clusters Score -16158.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16160.056641 Penalty: 568.042297 Iteration 15Q: 3 clusters Score -16160.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16161.313477 Penalty: 568.042297 Iteration 16Q: 3 clusters Score -16161.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16162.010742 Penalty: 568.042297 Iteration 17Q: 3 clusters Score -16162.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16162.010742 Penalty: 568.042297 Iteration 18F: 3 clusters Score -16162.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -15187.330078 Penalty: 284.897888 Iteration 0F: 2 clusters Score -15187.33 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 249 members Entering Unmasked Estep Score: -14672.859375 Penalty: 569.795776 Iteration 0F: 3 clusters Score -14672.86 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -14802.474609 Penalty: 569.795776 Iteration 1F: 3 clusters Score -14802.47 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -14829.706055 Penalty: 569.795776 Iteration 2F: 3 clusters Score -14829.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -14849.862305 Penalty: 569.795776 Iteration 3Q: 3 clusters Score -14849.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -14859.970703 Penalty: 569.795776 Iteration 4Q: 3 clusters Score -14859.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -14869.971680 Penalty: 569.795776 Iteration 5Q: 3 clusters Score -14869.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14876.640625 Penalty: 569.795776 Iteration 6Q: 3 clusters Score -14876.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -14880.467773 Penalty: 569.795776 Iteration 7Q: 3 clusters Score -14880.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -14886.624023 Penalty: 569.795776 Iteration 8Q: 3 clusters Score -14886.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14897.057617 Penalty: 569.795776 Iteration 9Q: 3 clusters Score -14897.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -14900.457031 Penalty: 569.795776 Iteration 10Q: 3 clusters Score -14900.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14901.358398 Penalty: 569.795776 Iteration 11Q: 3 clusters Score -14901.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14902.903320 Penalty: 569.795776 Iteration 12Q: 3 clusters Score -14902.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14908.181641 Penalty: 569.795776 Iteration 13Q: 3 clusters Score -14908.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -14913.323242 Penalty: 569.795776 Iteration 14Q: 3 clusters Score -14913.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -14917.344727 Penalty: 569.795776 Iteration 15Q: 3 clusters Score -14917.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14923.151367 Penalty: 569.795776 Iteration 16Q: 3 clusters Score -14923.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14925.761719 Penalty: 569.795776 Iteration 17Q: 3 clusters Score -14925.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -14926.811523 Penalty: 569.795776 Iteration 18Q: 3 clusters Score -14926.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -14929.646484 Penalty: 569.795776 Iteration 19Q: 3 clusters Score -14929.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -14930.215820 Penalty: 569.795776 Iteration 20F: 3 clusters Score -14930.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Entering Unmasked Estep Score: -114564.039062 Penalty: 368.405182 Iteration 0F: 2 clusters Score -114564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -112289.554688 Penalty: 736.810364 Iteration 0F: 3 clusters Score -112289.6 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -113086.210938 Penalty: 736.810364 Iteration 1F: 3 clusters Score -113086.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -113199.945312 Penalty: 736.810364 Iteration 2F: 3 clusters Score -113199.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -113292.929688 Penalty: 736.810364 Iteration 3F: 3 clusters Score -113292.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -113390.992188 Penalty: 736.810364 Iteration 4F: 3 clusters Score -113391 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -113499.320312 Penalty: 736.810364 Iteration 5F: 3 clusters Score -113499.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -113617.914062 Penalty: 736.810364 Iteration 6F: 3 clusters Score -113617.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -113738.367188 Penalty: 736.810364 Iteration 7Q: 3 clusters Score -113738.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -113890.203125 Penalty: 736.810364 Iteration 8F: 3 clusters Score -113890.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -114009.343750 Penalty: 736.810364 Iteration 9Q: 3 clusters Score -114009.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -114072.468750 Penalty: 736.810364 Iteration 10Q: 3 clusters Score -114072.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -114116.882812 Penalty: 736.810364 Iteration 11Q: 3 clusters Score -114116.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -114153.710938 Penalty: 736.810364 Iteration 12Q: 3 clusters Score -114153.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -114178.023438 Penalty: 736.810364 Iteration 13Q: 3 clusters Score -114178 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -114191.609375 Penalty: 736.810364 Iteration 14Q: 3 clusters Score -114191.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -114203.835938 Penalty: 736.810364 Iteration 15Q: 3 clusters Score -114203.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -114221.375000 Penalty: 736.810364 Iteration 16Q: 3 clusters Score -114221.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -114234.710938 Penalty: 736.810364 Iteration 17Q: 3 clusters Score -114234.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -114241.609375 Penalty: 736.810364 Iteration 18Q: 3 clusters Score -114241.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -114248.742188 Penalty: 736.810364 Iteration 19Q: 3 clusters Score -114248.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -114253.007812 Penalty: 736.810364 Iteration 20F: 3 clusters Score -114253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -114255.500000 Penalty: 736.810364 Iteration 21Q: 3 clusters Score -114255.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -114256.304688 Penalty: 736.810364 Iteration 22Q: 3 clusters Score -114256.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -114258.609375 Penalty: 736.810364 Iteration 23Q: 3 clusters Score -114258.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -114260.953125 Penalty: 736.810364 Iteration 24Q: 3 clusters Score -114261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -114262.117188 Penalty: 736.810364 Iteration 25Q: 3 clusters Score -114262.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -114263.164062 Penalty: 736.810364 Iteration 26Q: 3 clusters Score -114263.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -114264.601562 Penalty: 736.810364 Iteration 27Q: 3 clusters Score -114264.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -114265.343750 Penalty: 736.810364 Iteration 28Q: 3 clusters Score -114265.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -114265.343750 Penalty: 736.810364 Iteration 29F: 3 clusters Score -114265.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Entering Unmasked Estep Score: -26234.761719 Penalty: 306.423920 Iteration 0F: 2 clusters Score -26234.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -25543.574219 Penalty: 612.847839 Iteration 0F: 3 clusters Score -25543.57 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -25769.937500 Penalty: 612.847839 Iteration 1F: 3 clusters Score -25769.94 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -25839.515625 Penalty: 612.847839 Iteration 2F: 3 clusters Score -25839.52 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -25901.648438 Penalty: 612.847839 Iteration 3F: 3 clusters Score -25901.65 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -25956.941406 Penalty: 612.847839 Iteration 4F: 3 clusters Score -25956.94 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -25992.804688 Penalty: 612.847839 Iteration 5Q: 3 clusters Score -25992.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -26009.343750 Penalty: 612.847839 Iteration 6Q: 3 clusters Score -26009.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -26021.416016 Penalty: 612.847839 Iteration 7Q: 3 clusters Score -26021.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -26028.945312 Penalty: 612.847839 Iteration 8Q: 3 clusters Score -26028.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -26032.130859 Penalty: 612.847839 Iteration 9Q: 3 clusters Score -26032.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -26038.093750 Penalty: 612.847839 Iteration 10Q: 3 clusters Score -26038.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -26041.507812 Penalty: 612.847839 Iteration 11Q: 3 clusters Score -26041.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -26042.169922 Penalty: 612.847839 Iteration 12Q: 3 clusters Score -26042.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -26042.996094 Penalty: 612.847839 Iteration 13Q: 3 clusters Score -26043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -26042.996094 Penalty: 612.847839 Iteration 14F: 3 clusters Score -26043 nChanged 0 21->14 Clusters: Score -3195265.250000, best is -3237263.500000 Main iterations: 250 (time per=335.520844ms) Total iterations: 3037 (time per=27.619431ms) Iterations metric 2: 7218375168.000000 (time per=11.620373ns) Iterations metric 3: 86620463104.000000 (time per=968.364840ps) That took 83.880211 seconds.