FileBase DT1_rLS_20150719_432um_150719_123324 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 60587 data points of dimension 10. Starting from 20 clusters... --- Clustering full data set of 60587 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3152 members Mstep: Class 3 contains 3076 members Mstep: Class 4 contains 3179 members Mstep: Class 5 contains 3273 members Mstep: Class 6 contains 3131 members Mstep: Class 7 contains 3256 members Mstep: Class 8 contains 3214 members Mstep: Class 9 contains 3141 members Mstep: Class 10 contains 3165 members Mstep: Class 11 contains 3208 members Mstep: Class 12 contains 3310 members Mstep: Class 13 contains 3137 members Mstep: Class 14 contains 3085 members Mstep: Class 15 contains 3257 members Mstep: Class 16 contains 3143 members Mstep: Class 17 contains 3214 members Mstep: Class 18 contains 3263 members Mstep: Class 19 contains 3145 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 28.522865 but Gain 363.390625 Score: -880588.250000 Penalty: 6541.030762 Iteration 0F: 19 clusters Score -880588.2 nChanged 56922 Entering Unmasked Mstep Mstep: Class 0 contains 368 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1384 members Mstep: Class 3 contains 3432 members Mstep: Class 4 contains 2036 members Mstep: Class 5 contains 3259 members Mstep: Class 6 contains 728 members Mstep: Class 7 contains 2285 members Mstep: Class 8 contains 6304 members Mstep: Class 9 contains 2647 members Mstep: Class 10 contains 1675 members Mstep: Class 11 contains 1899 members Mstep: Class 12 contains 17387 members Mstep: Class 13 contains 1100 members Mstep: Class 14 contains 1268 members Mstep: Class 15 contains 1193 members Mstep: Class 17 contains 6304 members Mstep: Class 18 contains 3250 members Mstep: Class 19 contains 2780 members Entering Unmasked Estep ConsiderDeletion Score: -1100787.625000 Penalty: 6541.030762 Iteration 1F: 19 clusters Score -1100788 nChanged 17775 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 765 members Mstep: Class 3 contains 4661 members Mstep: Class 4 contains 2232 members Mstep: Class 5 contains 3202 members Mstep: Class 6 contains 552 members Mstep: Class 7 contains 1594 members Mstep: Class 8 contains 6041 members Mstep: Class 9 contains 3133 members Mstep: Class 10 contains 854 members Mstep: Class 11 contains 1546 members Mstep: Class 12 contains 19710 members Mstep: Class 13 contains 1344 members Mstep: Class 14 contains 533 members Mstep: Class 15 contains 1266 members Mstep: Class 17 contains 6545 members Mstep: Class 18 contains 3791 members Mstep: Class 19 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -1140938.750000 Penalty: 6541.030762 Iteration 2F: 19 clusters Score -1140939 nChanged 9915 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 559 members Mstep: Class 3 contains 5129 members Mstep: Class 4 contains 2213 members Mstep: Class 5 contains 2834 members Mstep: Class 6 contains 673 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 6413 members Mstep: Class 9 contains 3373 members Mstep: Class 10 contains 532 members Mstep: Class 11 contains 1835 members Mstep: Class 12 contains 19121 members Mstep: Class 13 contains 1672 members Mstep: Class 14 contains 327 members Mstep: Class 15 contains 1340 members Mstep: Class 17 contains 6422 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 1464 members Entering Unmasked Estep ConsiderDeletion Score: -1162712.750000 Penalty: 6541.030762 Iteration 3F: 19 clusters Score -1162713 nChanged 6782 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 518 members Mstep: Class 3 contains 5337 members Mstep: Class 4 contains 2070 members Mstep: Class 5 contains 2711 members Mstep: Class 6 contains 818 members Mstep: Class 7 contains 2156 members Mstep: Class 8 contains 6298 members Mstep: Class 9 contains 3386 members Mstep: Class 10 contains 374 members Mstep: Class 11 contains 1994 members Mstep: Class 12 contains 17978 members Mstep: Class 13 contains 1932 members Mstep: Class 14 contains 325 members Mstep: Class 15 contains 1339 members Mstep: Class 17 contains 6695 members Mstep: Class 18 contains 4092 members Mstep: Class 19 contains 1456 members Entering Unmasked Estep ConsiderDeletion Score: -1178025.375000 Penalty: 6541.030762 Iteration 4F: 19 clusters Score -1178025 nChanged 5322 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 587 members Mstep: Class 3 contains 5430 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 2880 members Mstep: Class 6 contains 885 members Mstep: Class 7 contains 2671 members Mstep: Class 8 contains 6328 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 288 members Mstep: Class 11 contains 1969 members Mstep: Class 12 contains 16725 members Mstep: Class 13 contains 2108 members Mstep: Class 14 contains 404 members Mstep: Class 15 contains 1337 members Mstep: Class 17 contains 6873 members Mstep: Class 18 contains 4241 members Mstep: Class 19 contains 1598 members Entering Unmasked Estep ConsiderDeletion Score: -1191549.250000 Penalty: 6541.030762 Iteration 5F: 19 clusters Score -1191549 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 713 members Mstep: Class 3 contains 5444 members Mstep: Class 4 contains 1099 members Mstep: Class 5 contains 3177 members Mstep: Class 6 contains 937 members Mstep: Class 7 contains 3276 members Mstep: Class 8 contains 6312 members Mstep: Class 9 contains 3246 members Mstep: Class 10 contains 276 members Mstep: Class 11 contains 1892 members Mstep: Class 12 contains 15475 members Mstep: Class 13 contains 2312 members Mstep: Class 14 contains 470 members Mstep: Class 15 contains 1515 members Mstep: Class 17 contains 6986 members Mstep: Class 18 contains 4359 members Mstep: Class 19 contains 1729 members Entering Unmasked Estep ConsiderDeletion Score: -1199580.125000 Penalty: 6541.030762 Iteration 6F: 19 clusters Score -1199580 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 871 members Mstep: Class 3 contains 5382 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 3306 members Mstep: Class 6 contains 1051 members Mstep: Class 7 contains 3937 members Mstep: Class 8 contains 6200 members Mstep: Class 9 contains 3108 members Mstep: Class 10 contains 285 members Mstep: Class 11 contains 1822 members Mstep: Class 12 contains 14251 members Mstep: Class 13 contains 2538 members Mstep: Class 14 contains 557 members Mstep: Class 15 contains 1727 members Mstep: Class 17 contains 7062 members Mstep: Class 18 contains 4391 members Mstep: Class 19 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -1204803.750000 Penalty: 6541.030762 Iteration 7F: 19 clusters Score -1204804 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1068 members Mstep: Class 3 contains 5284 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 3321 members Mstep: Class 6 contains 1159 members Mstep: Class 7 contains 4492 members Mstep: Class 8 contains 6063 members Mstep: Class 9 contains 2850 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1779 members Mstep: Class 12 contains 13157 members Mstep: Class 13 contains 2734 members Mstep: Class 14 contains 677 members Mstep: Class 15 contains 1972 members Mstep: Class 17 contains 7102 members Mstep: Class 18 contains 4378 members Mstep: Class 19 contains 2015 members Entering Unmasked Estep ConsiderDeletion Score: -1209216.000000 Penalty: 6541.030762 Iteration 8F: 19 clusters Score -1209216 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1294 members Mstep: Class 3 contains 5212 members Mstep: Class 4 contains 683 members Mstep: Class 5 contains 3313 members Mstep: Class 6 contains 1267 members Mstep: Class 7 contains 4916 members Mstep: Class 8 contains 5903 members Mstep: Class 9 contains 2533 members Mstep: Class 10 contains 358 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 12047 members Mstep: Class 13 contains 2914 members Mstep: Class 14 contains 800 members Mstep: Class 15 contains 2195 members Mstep: Class 17 contains 7141 members Mstep: Class 18 contains 4353 members Mstep: Class 19 contains 2353 members Entering Unmasked Estep ConsiderDeletion Score: -1212960.375000 Penalty: 6541.030762 Iteration 9Q: 19 clusters Score -1212960 nChanged 2695 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1555 members Mstep: Class 3 contains 5172 members Mstep: Class 4 contains 652 members Mstep: Class 5 contains 3308 members Mstep: Class 6 contains 1350 members Mstep: Class 7 contains 5228 members Mstep: Class 8 contains 5788 members Mstep: Class 9 contains 2206 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 1714 members Mstep: Class 12 contains 10938 members Mstep: Class 13 contains 3144 members Mstep: Class 14 contains 884 members Mstep: Class 15 contains 2384 members Mstep: Class 17 contains 7176 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 2789 members Entering Unmasked Estep ConsiderDeletion Score: -1215505.875000 Penalty: 6541.030762 Iteration 10Q: 19 clusters Score -1215506 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1858 members Mstep: Class 3 contains 5132 members Mstep: Class 4 contains 607 members Mstep: Class 5 contains 3308 members Mstep: Class 6 contains 1384 members Mstep: Class 7 contains 5442 members Mstep: Class 8 contains 5718 members Mstep: Class 9 contains 1881 members Mstep: Class 10 contains 436 members Mstep: Class 11 contains 1700 members Mstep: Class 12 contains 9843 members Mstep: Class 13 contains 3426 members Mstep: Class 14 contains 964 members Mstep: Class 15 contains 2532 members Mstep: Class 17 contains 7185 members Mstep: Class 18 contains 4332 members Mstep: Class 19 contains 3299 members Entering Unmasked Estep ConsiderDeletion Score: -1217381.250000 Penalty: 6541.030762 Iteration 11Q: 19 clusters Score -1217381 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2175 members Mstep: Class 3 contains 5113 members Mstep: Class 4 contains 574 members Mstep: Class 5 contains 3305 members Mstep: Class 6 contains 1373 members Mstep: Class 7 contains 5603 members Mstep: Class 8 contains 5667 members Mstep: Class 9 contains 1632 members Mstep: Class 10 contains 449 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 8730 members Mstep: Class 13 contains 3701 members Mstep: Class 14 contains 1029 members Mstep: Class 15 contains 2641 members Mstep: Class 17 contains 7185 members Mstep: Class 18 contains 4311 members Mstep: Class 19 contains 3870 members Entering Unmasked Estep ConsiderDeletion Score: -1218812.875000 Penalty: 6541.030762 Iteration 12Q: 19 clusters Score -1218813 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2476 members Mstep: Class 3 contains 5124 members Mstep: Class 4 contains 542 members Mstep: Class 5 contains 3303 members Mstep: Class 6 contains 1339 members Mstep: Class 7 contains 5709 members Mstep: Class 8 contains 5643 members Mstep: Class 9 contains 1462 members Mstep: Class 10 contains 466 members Mstep: Class 11 contains 1700 members Mstep: Class 12 contains 7602 members Mstep: Class 13 contains 3905 members Mstep: Class 14 contains 1081 members Mstep: Class 15 contains 2716 members Mstep: Class 17 contains 7172 members Mstep: Class 18 contains 4301 members Mstep: Class 19 contains 4489 members Entering Unmasked Estep ConsiderDeletion Score: -1220114.250000 Penalty: 6541.030762 Iteration 13Q: 19 clusters Score -1220114 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2788 members Mstep: Class 3 contains 5165 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 1312 members Mstep: Class 7 contains 5745 members Mstep: Class 8 contains 5627 members Mstep: Class 9 contains 1328 members Mstep: Class 10 contains 495 members Mstep: Class 11 contains 1721 members Mstep: Class 12 contains 6505 members Mstep: Class 13 contains 4046 members Mstep: Class 14 contains 1127 members Mstep: Class 15 contains 2795 members Mstep: Class 17 contains 7155 members Mstep: Class 18 contains 4294 members Mstep: Class 19 contains 5118 members Entering Unmasked Estep ConsiderDeletion Score: -1221320.000000 Penalty: 6541.030762 Iteration 14Q: 19 clusters Score -1221320 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2977 members Mstep: Class 3 contains 5215 members Mstep: Class 4 contains 461 members Mstep: Class 5 contains 3299 members Mstep: Class 6 contains 1304 members Mstep: Class 7 contains 5763 members Mstep: Class 8 contains 5626 members Mstep: Class 9 contains 1224 members Mstep: Class 10 contains 545 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 5666 members Mstep: Class 13 contains 4126 members Mstep: Class 14 contains 1148 members Mstep: Class 15 contains 2850 members Mstep: Class 17 contains 7134 members Mstep: Class 18 contains 4301 members Mstep: Class 19 contains 5636 members Entering Unmasked Estep ConsiderDeletion Score: -1222154.875000 Penalty: 6541.030762 Iteration 15Q: 19 clusters Score -1222155 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 5252 members Mstep: Class 4 contains 437 members Mstep: Class 5 contains 3297 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 5783 members Mstep: Class 8 contains 5631 members Mstep: Class 9 contains 1129 members Mstep: Class 10 contains 596 members Mstep: Class 11 contains 1762 members Mstep: Class 12 contains 5061 members Mstep: Class 13 contains 4185 members Mstep: Class 14 contains 1165 members Mstep: Class 15 contains 2883 members Mstep: Class 17 contains 7124 members Mstep: Class 18 contains 4311 members Mstep: Class 19 contains 6007 members Entering Unmasked Estep ConsiderDeletion Score: -1222738.250000 Penalty: 6541.030762 Iteration 16Q: 19 clusters Score -1222738 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3167 members Mstep: Class 3 contains 5309 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 3296 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 5800 members Mstep: Class 8 contains 5639 members Mstep: Class 9 contains 1044 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 1775 members Mstep: Class 12 contains 4618 members Mstep: Class 13 contains 4231 members Mstep: Class 14 contains 1178 members Mstep: Class 15 contains 2910 members Mstep: Class 17 contains 7117 members Mstep: Class 18 contains 4317 members Mstep: Class 19 contains 6249 members Entering Unmasked Estep ConsiderDeletion Score: -1223195.625000 Penalty: 6541.030762 Iteration 17Q: 19 clusters Score -1223196 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 3231 members Mstep: Class 3 contains 5359 members Mstep: Class 4 contains 400 members Mstep: Class 5 contains 3293 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 5808 members Mstep: Class 8 contains 5657 members Mstep: Class 9 contains 969 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 1792 members Mstep: Class 12 contains 4299 members Mstep: Class 13 contains 4266 members Mstep: Class 14 contains 1173 members Mstep: Class 15 contains 2932 members Mstep: Class 17 contains 7098 members Mstep: Class 18 contains 4328 members Mstep: Class 19 contains 6417 members Entering Unmasked Estep ConsiderDeletion Score: -1223609.375000 Penalty: 6541.030762 Iteration 18Q: 19 clusters Score -1223609 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3305 members Mstep: Class 3 contains 5368 members Mstep: Class 4 contains 381 members Mstep: Class 5 contains 3292 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 5828 members Mstep: Class 8 contains 5676 members Mstep: Class 9 contains 903 members Mstep: Class 10 contains 763 members Mstep: Class 11 contains 1809 members Mstep: Class 12 contains 4071 members Mstep: Class 13 contains 4282 members Mstep: Class 14 contains 1171 members Mstep: Class 15 contains 2950 members Mstep: Class 17 contains 7081 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 6524 members Entering Unmasked Estep ConsiderDeletion Score: -1223965.750000 Penalty: 6541.030762 Iteration 19Q: 19 clusters Score -1223966 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 3377 members Mstep: Class 3 contains 5362 members Mstep: Class 4 contains 358 members Mstep: Class 5 contains 3288 members Mstep: Class 6 contains 1304 members Mstep: Class 7 contains 5842 members Mstep: Class 8 contains 5690 members Mstep: Class 9 contains 845 members Mstep: Class 10 contains 813 members Mstep: Class 11 contains 1827 members Mstep: Class 12 contains 3918 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 1175 members Mstep: Class 15 contains 2959 members Mstep: Class 17 contains 7057 members Mstep: Class 18 contains 4359 members Mstep: Class 19 contains 6589 members Entering Unmasked Estep ConsiderDeletion Score: -1224847.500000 Penalty: 6541.030762 Iteration 20F: 19 clusters Score -1224848 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 3569 members Mstep: Class 3 contains 5284 members Mstep: Class 4 contains 340 members Mstep: Class 5 contains 3277 members Mstep: Class 6 contains 1317 members Mstep: Class 7 contains 5854 members Mstep: Class 8 contains 5694 members Mstep: Class 9 contains 765 members Mstep: Class 10 contains 865 members Mstep: Class 11 contains 1843 members Mstep: Class 12 contains 3519 members Mstep: Class 13 contains 4343 members Mstep: Class 14 contains 1171 members Mstep: Class 15 contains 2965 members Mstep: Class 17 contains 7027 members Mstep: Class 18 contains 4384 members Mstep: Class 19 contains 6864 members Entering Unmasked Estep ConsiderDeletion Score: -1225465.625000 Penalty: 6541.030762 Iteration 21Q: 19 clusters Score -1225466 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 3664 members Mstep: Class 3 contains 5210 members Mstep: Class 4 contains 330 members Mstep: Class 5 contains 3256 members Mstep: Class 6 contains 1326 members Mstep: Class 7 contains 5866 members Mstep: Class 8 contains 5702 members Mstep: Class 9 contains 707 members Mstep: Class 10 contains 917 members Mstep: Class 11 contains 1858 members Mstep: Class 12 contains 3254 members Mstep: Class 13 contains 4357 members Mstep: Class 14 contains 1177 members Mstep: Class 15 contains 2970 members Mstep: Class 17 contains 7014 members Mstep: Class 18 contains 4408 members Mstep: Class 19 contains 7070 members Entering Unmasked Estep ConsiderDeletion Score: -1225757.500000 Penalty: 6541.030762 Iteration 22Q: 19 clusters Score -1225758 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3753 members Mstep: Class 3 contains 5117 members Mstep: Class 4 contains 325 members Mstep: Class 5 contains 3241 members Mstep: Class 6 contains 1331 members Mstep: Class 7 contains 5885 members Mstep: Class 8 contains 5706 members Mstep: Class 9 contains 648 members Mstep: Class 10 contains 969 members Mstep: Class 11 contains 1870 members Mstep: Class 12 contains 3050 members Mstep: Class 13 contains 4376 members Mstep: Class 14 contains 1183 members Mstep: Class 15 contains 2971 members Mstep: Class 17 contains 6998 members Mstep: Class 18 contains 4427 members Mstep: Class 19 contains 7235 members Entering Unmasked Estep ConsiderDeletion Score: -1225962.750000 Penalty: 6541.030762 Iteration 23Q: 19 clusters Score -1225963 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3847 members Mstep: Class 3 contains 5010 members Mstep: Class 4 contains 322 members Mstep: Class 5 contains 3242 members Mstep: Class 6 contains 1337 members Mstep: Class 7 contains 5889 members Mstep: Class 8 contains 5709 members Mstep: Class 9 contains 602 members Mstep: Class 10 contains 1013 members Mstep: Class 11 contains 1886 members Mstep: Class 12 contains 2912 members Mstep: Class 13 contains 4400 members Mstep: Class 14 contains 1189 members Mstep: Class 15 contains 2962 members Mstep: Class 17 contains 6981 members Mstep: Class 18 contains 4439 members Mstep: Class 19 contains 7354 members Entering Unmasked Estep ConsiderDeletion Score: -1226127.125000 Penalty: 6541.030762 Iteration 24Q: 19 clusters Score -1226127 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 3953 members Mstep: Class 3 contains 4890 members Mstep: Class 4 contains 318 members Mstep: Class 5 contains 3245 members Mstep: Class 6 contains 1344 members Mstep: Class 7 contains 5881 members Mstep: Class 8 contains 5713 members Mstep: Class 9 contains 557 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 1898 members Mstep: Class 12 contains 2810 members Mstep: Class 13 contains 4413 members Mstep: Class 14 contains 1188 members Mstep: Class 15 contains 2950 members Mstep: Class 17 contains 6971 members Mstep: Class 18 contains 4452 members Mstep: Class 19 contains 7457 members Entering Unmasked Estep ConsiderDeletion Score: -1226282.000000 Penalty: 6541.030762 Iteration 25Q: 19 clusters Score -1226282 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4062 members Mstep: Class 3 contains 4745 members Mstep: Class 4 contains 314 members Mstep: Class 5 contains 3253 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 5879 members Mstep: Class 8 contains 5714 members Mstep: Class 9 contains 512 members Mstep: Class 10 contains 1113 members Mstep: Class 11 contains 1910 members Mstep: Class 12 contains 2747 members Mstep: Class 13 contains 4425 members Mstep: Class 14 contains 1200 members Mstep: Class 15 contains 2933 members Mstep: Class 17 contains 6964 members Mstep: Class 18 contains 4466 members Mstep: Class 19 contains 7515 members Entering Unmasked Estep ConsiderDeletion Score: -1226449.500000 Penalty: 6541.030762 Iteration 26Q: 19 clusters Score -1226450 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4241 members Mstep: Class 3 contains 4539 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 3273 members Mstep: Class 6 contains 1369 members Mstep: Class 7 contains 5876 members Mstep: Class 8 contains 5717 members Mstep: Class 9 contains 481 members Mstep: Class 10 contains 1154 members Mstep: Class 11 contains 1914 members Mstep: Class 12 contains 2688 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1207 members Mstep: Class 15 contains 2903 members Mstep: Class 17 contains 6959 members Mstep: Class 18 contains 4477 members Mstep: Class 19 contains 7574 members Entering Unmasked Estep ConsiderDeletion Score: -1226713.750000 Penalty: 6541.030762 Iteration 27Q: 19 clusters Score -1226714 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 4474 members Mstep: Class 3 contains 4292 members Mstep: Class 4 contains 308 members Mstep: Class 5 contains 3308 members Mstep: Class 6 contains 1380 members Mstep: Class 7 contains 5869 members Mstep: Class 8 contains 5713 members Mstep: Class 9 contains 445 members Mstep: Class 10 contains 1198 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 2633 members Mstep: Class 13 contains 4435 members Mstep: Class 14 contains 1210 members Mstep: Class 15 contains 2865 members Mstep: Class 17 contains 6950 members Mstep: Class 18 contains 4485 members Mstep: Class 19 contains 7623 members Entering Unmasked Estep ConsiderDeletion Score: -1227054.375000 Penalty: 6541.030762 Iteration 28Q: 19 clusters Score -1227054 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4700 members Mstep: Class 3 contains 4062 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 3341 members Mstep: Class 6 contains 1385 members Mstep: Class 7 contains 5866 members Mstep: Class 8 contains 5701 members Mstep: Class 9 contains 426 members Mstep: Class 10 contains 1229 members Mstep: Class 11 contains 1928 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 4435 members Mstep: Class 14 contains 1217 members Mstep: Class 15 contains 2824 members Mstep: Class 17 contains 6946 members Mstep: Class 18 contains 4491 members Mstep: Class 19 contains 7661 members Entering Unmasked Estep ConsiderDeletion Score: -1227368.750000 Penalty: 6541.030762 Iteration 29Q: 19 clusters Score -1227369 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 4909 members Mstep: Class 3 contains 3855 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3359 members Mstep: Class 6 contains 1386 members Mstep: Class 7 contains 5853 members Mstep: Class 8 contains 5697 members Mstep: Class 9 contains 416 members Mstep: Class 10 contains 1247 members Mstep: Class 11 contains 1930 members Mstep: Class 12 contains 2569 members Mstep: Class 13 contains 4434 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 2796 members Mstep: Class 17 contains 6939 members Mstep: Class 18 contains 4505 members Mstep: Class 19 contains 7693 members Entering Unmasked Estep ConsiderDeletion Score: -1227645.375000 Penalty: 6541.030762 Iteration 30Q: 19 clusters Score -1227645 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 5072 members Mstep: Class 3 contains 3673 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3344 members Mstep: Class 6 contains 1389 members Mstep: Class 7 contains 5866 members Mstep: Class 8 contains 5699 members Mstep: Class 9 contains 408 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 1931 members Mstep: Class 12 contains 2551 members Mstep: Class 13 contains 4435 members Mstep: Class 14 contains 1227 members Mstep: Class 15 contains 2790 members Mstep: Class 17 contains 6938 members Mstep: Class 18 contains 4527 members Mstep: Class 19 contains 7711 members Entering Unmasked Estep ConsiderDeletion Score: -1227857.125000 Penalty: 6541.030762 Iteration 31Q: 19 clusters Score -1227857 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 5201 members Mstep: Class 3 contains 3540 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3322 members Mstep: Class 6 contains 1386 members Mstep: Class 7 contains 5875 members Mstep: Class 8 contains 5695 members Mstep: Class 9 contains 402 members Mstep: Class 10 contains 1272 members Mstep: Class 11 contains 1932 members Mstep: Class 12 contains 2536 members Mstep: Class 13 contains 4432 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 2787 members Mstep: Class 17 contains 6934 members Mstep: Class 18 contains 4545 members Mstep: Class 19 contains 7737 members Entering Unmasked Estep ConsiderDeletion Score: -1228036.250000 Penalty: 6541.030762 Iteration 32Q: 19 clusters Score -1228036 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 5309 members Mstep: Class 3 contains 3433 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3315 members Mstep: Class 6 contains 1381 members Mstep: Class 7 contains 5884 members Mstep: Class 8 contains 5691 members Mstep: Class 9 contains 399 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 1932 members Mstep: Class 12 contains 2513 members Mstep: Class 13 contains 4421 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 2787 members Mstep: Class 17 contains 6929 members Mstep: Class 18 contains 4551 members Mstep: Class 19 contains 7767 members Entering Unmasked Estep ConsiderDeletion Score: -1228208.500000 Penalty: 6541.030762 Iteration 33Q: 19 clusters Score -1228208 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 5379 members Mstep: Class 3 contains 3351 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3312 members Mstep: Class 6 contains 1368 members Mstep: Class 7 contains 5902 members Mstep: Class 8 contains 5689 members Mstep: Class 9 contains 395 members Mstep: Class 10 contains 1292 members Mstep: Class 11 contains 1933 members Mstep: Class 12 contains 2503 members Mstep: Class 13 contains 4424 members Mstep: Class 14 contains 1245 members Mstep: Class 15 contains 2788 members Mstep: Class 17 contains 6924 members Mstep: Class 18 contains 4552 members Mstep: Class 19 contains 7789 members Entering Unmasked Estep ConsiderDeletion Score: -1228333.500000 Penalty: 6541.030762 Iteration 34Q: 19 clusters Score -1228334 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 5439 members Mstep: Class 3 contains 3275 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3309 members Mstep: Class 6 contains 1361 members Mstep: Class 7 contains 5917 members Mstep: Class 8 contains 5685 members Mstep: Class 9 contains 390 members Mstep: Class 10 contains 1299 members Mstep: Class 11 contains 1931 members Mstep: Class 12 contains 2527 members Mstep: Class 13 contains 4427 members Mstep: Class 14 contains 1244 members Mstep: Class 15 contains 2788 members Mstep: Class 17 contains 6919 members Mstep: Class 18 contains 4553 members Mstep: Class 19 contains 7796 members Entering Unmasked Estep ConsiderDeletion Score: -1228406.625000 Penalty: 6541.030762 Iteration 35Q: 19 clusters Score -1228407 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 5499 members Mstep: Class 3 contains 3204 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3306 members Mstep: Class 6 contains 1355 members Mstep: Class 7 contains 5936 members Mstep: Class 8 contains 5683 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 1302 members Mstep: Class 11 contains 1931 members Mstep: Class 12 contains 2556 members Mstep: Class 13 contains 4426 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2789 members Mstep: Class 17 contains 6917 members Mstep: Class 18 contains 4554 members Mstep: Class 19 contains 7783 members Entering Unmasked Estep ConsiderDeletion Score: -1228472.375000 Penalty: 6541.030762 Iteration 36Q: 19 clusters Score -1228472 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 5579 members Mstep: Class 3 contains 3125 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3305 members Mstep: Class 6 contains 1354 members Mstep: Class 7 contains 5938 members Mstep: Class 8 contains 5679 members Mstep: Class 9 contains 387 members Mstep: Class 10 contains 1303 members Mstep: Class 11 contains 1934 members Mstep: Class 12 contains 2570 members Mstep: Class 13 contains 4429 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 2790 members Mstep: Class 17 contains 6916 members Mstep: Class 18 contains 4553 members Mstep: Class 19 contains 7772 members Entering Unmasked Estep ConsiderDeletion Score: -1228543.875000 Penalty: 6541.030762 Iteration 37Q: 19 clusters Score -1228544 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 5640 members Mstep: Class 3 contains 3054 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3304 members Mstep: Class 6 contains 1355 members Mstep: Class 7 contains 5952 members Mstep: Class 8 contains 5672 members Mstep: Class 9 contains 387 members Mstep: Class 10 contains 1304 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 2586 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1248 members Mstep: Class 15 contains 2791 members Mstep: Class 17 contains 6915 members Mstep: Class 18 contains 4554 members Mstep: Class 19 contains 7756 members Entering Unmasked Estep ConsiderDeletion Score: -1228613.750000 Penalty: 6541.030762 Iteration 38Q: 19 clusters Score -1228614 nChanged 151 Entering ConstructFrom: Score: -1228613.750000 Penalty: 6541.030762 Entering ConstructFrom: Trying to split cluster 1 (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: -29622.878906 Penalty: 238.102921 Iteration 0F: 2 clusters Score -29622.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -28661.558594 Penalty: 476.205841 Iteration 0F: 3 clusters Score -28661.56 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -29006.894531 Penalty: 476.205841 Iteration 1F: 3 clusters Score -29006.89 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -29120.697266 Penalty: 476.205841 Iteration 2F: 3 clusters Score -29120.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -29227.261719 Penalty: 476.205841 Iteration 3F: 3 clusters Score -29227.26 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -29317.185547 Penalty: 476.205841 Iteration 4F: 3 clusters Score -29317.19 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -29369.267578 Penalty: 476.205841 Iteration 5F: 3 clusters Score -29369.27 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -29417.962891 Penalty: 476.205841 Iteration 6Q: 3 clusters Score -29417.96 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -29441.982422 Penalty: 476.205841 Iteration 7Q: 3 clusters Score -29441.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -29453.892578 Penalty: 476.205841 Iteration 8Q: 3 clusters Score -29453.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -29466.466797 Penalty: 476.205841 Iteration 9Q: 3 clusters Score -29466.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -29477.273438 Penalty: 476.205841 Iteration 10Q: 3 clusters Score -29477.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -29486.074219 Penalty: 476.205841 Iteration 11Q: 3 clusters Score -29486.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -29490.578125 Penalty: 476.205841 Iteration 12Q: 3 clusters Score -29490.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -29491.677734 Penalty: 476.205841 Iteration 13Q: 3 clusters Score -29491.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -29492.347656 Penalty: 476.205841 Iteration 14Q: 3 clusters Score -29492.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -29492.449219 Penalty: 476.205841 Iteration 15Q: 3 clusters Score -29492.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -29493.531250 Penalty: 476.205841 Iteration 16Q: 3 clusters Score -29493.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -29495.310547 Penalty: 476.205841 Iteration 17Q: 3 clusters Score -29495.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -29497.023438 Penalty: 476.205841 Iteration 18Q: 3 clusters Score -29497.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -29499.146484 Penalty: 476.205841 Iteration 19Q: 3 clusters Score -29499.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -29503.222656 Penalty: 476.205841 Iteration 20F: 3 clusters Score -29503.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -29508.679688 Penalty: 476.205841 Iteration 21Q: 3 clusters Score -29508.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -29514.892578 Penalty: 476.205841 Iteration 22Q: 3 clusters Score -29514.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -29516.957031 Penalty: 476.205841 Iteration 23Q: 3 clusters Score -29516.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -29518.640625 Penalty: 476.205841 Iteration 24Q: 3 clusters Score -29518.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -29518.880859 Penalty: 476.205841 Iteration 25Q: 3 clusters Score -29518.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -29518.880859 Penalty: 476.205841 Iteration 26F: 3 clusters Score -29518.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Entering Unmasked Estep Score: -138972.078125 Penalty: 285.385498 Iteration 0F: 2 clusters Score -138972.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -135152.281250 Penalty: 570.770996 Iteration 0F: 3 clusters Score -135152.3 nChanged 2658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -136681.234375 Penalty: 570.770996 Iteration 1F: 3 clusters Score -136681.2 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -136856.437500 Penalty: 570.770996 Iteration 2F: 3 clusters Score -136856.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -137066.671875 Penalty: 570.770996 Iteration 3F: 3 clusters Score -137066.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -137315.968750 Penalty: 570.770996 Iteration 4F: 3 clusters Score -137316 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -137519.156250 Penalty: 570.770996 Iteration 5F: 3 clusters Score -137519.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -137691.656250 Penalty: 570.770996 Iteration 6Q: 3 clusters Score -137691.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -137806.156250 Penalty: 570.770996 Iteration 7Q: 3 clusters Score -137806.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -137857.984375 Penalty: 570.770996 Iteration 8Q: 3 clusters Score -137858 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -137892.796875 Penalty: 570.770996 Iteration 9Q: 3 clusters Score -137892.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -137927.734375 Penalty: 570.770996 Iteration 10Q: 3 clusters Score -137927.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -137962.078125 Penalty: 570.770996 Iteration 11Q: 3 clusters Score -137962.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -137992.031250 Penalty: 570.770996 Iteration 12Q: 3 clusters Score -137992 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -138017.109375 Penalty: 570.770996 Iteration 13Q: 3 clusters Score -138017.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -138041.953125 Penalty: 570.770996 Iteration 14Q: 3 clusters Score -138042 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -138071.125000 Penalty: 570.770996 Iteration 15Q: 3 clusters Score -138071.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -138106.203125 Penalty: 570.770996 Iteration 16Q: 3 clusters Score -138106.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -138153.937500 Penalty: 570.770996 Iteration 17Q: 3 clusters Score -138153.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -138204.203125 Penalty: 570.770996 Iteration 18Q: 3 clusters Score -138204.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -138245.671875 Penalty: 570.770996 Iteration 19Q: 3 clusters Score -138245.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -138291.437500 Penalty: 570.770996 Iteration 20F: 3 clusters Score -138291.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -138327.000000 Penalty: 570.770996 Iteration 21Q: 3 clusters Score -138327 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -138360.718750 Penalty: 570.770996 Iteration 22Q: 3 clusters Score -138360.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -138407.359375 Penalty: 570.770996 Iteration 23Q: 3 clusters Score -138407.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -138449.359375 Penalty: 570.770996 Iteration 24Q: 3 clusters Score -138449.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -138489.796875 Penalty: 570.770996 Iteration 25Q: 3 clusters Score -138489.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -138529.078125 Penalty: 570.770996 Iteration 26Q: 3 clusters Score -138529.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -138564.750000 Penalty: 570.770996 Iteration 27Q: 3 clusters Score -138564.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -138589.890625 Penalty: 570.770996 Iteration 28Q: 3 clusters Score -138589.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -138614.578125 Penalty: 570.770996 Iteration 29Q: 3 clusters Score -138614.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -138635.765625 Penalty: 570.770996 Iteration 30Q: 3 clusters Score -138635.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -138653.953125 Penalty: 570.770996 Iteration 31Q: 3 clusters Score -138654 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -138672.406250 Penalty: 570.770996 Iteration 32Q: 3 clusters Score -138672.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -138682.296875 Penalty: 570.770996 Iteration 33Q: 3 clusters Score -138682.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -138695.593750 Penalty: 570.770996 Iteration 34Q: 3 clusters Score -138695.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -138708.093750 Penalty: 570.770996 Iteration 35Q: 3 clusters Score -138708.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -138720.875000 Penalty: 570.770996 Iteration 36Q: 3 clusters Score -138720.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -138733.593750 Penalty: 570.770996 Iteration 37Q: 3 clusters Score -138733.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -138745.046875 Penalty: 570.770996 Iteration 38Q: 3 clusters Score -138745 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -138751.015625 Penalty: 570.770996 Iteration 39Q: 3 clusters Score -138751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -138751.156250 Penalty: 570.770996 Iteration 40F: 3 clusters Score -138751.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Entering Unmasked Estep Score: -75088.757812 Penalty: 264.011505 Iteration 0F: 2 clusters Score -75088.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -73140.671875 Penalty: 528.023010 Iteration 0F: 3 clusters Score -73140.67 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -74169.250000 Penalty: 528.023010 Iteration 1F: 3 clusters Score -74169.25 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -74525.085938 Penalty: 528.023010 Iteration 2F: 3 clusters Score -74525.09 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -74815.554688 Penalty: 528.023010 Iteration 3F: 3 clusters Score -74815.55 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -74978.968750 Penalty: 528.023010 Iteration 4F: 3 clusters Score -74978.97 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -75060.078125 Penalty: 528.023010 Iteration 5Q: 3 clusters Score -75060.08 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -75111.257812 Penalty: 528.023010 Iteration 6Q: 3 clusters Score -75111.26 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -75148.835938 Penalty: 528.023010 Iteration 7Q: 3 clusters Score -75148.84 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -75181.703125 Penalty: 528.023010 Iteration 8Q: 3 clusters Score -75181.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -75204.742188 Penalty: 528.023010 Iteration 9Q: 3 clusters Score -75204.74 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -75218.562500 Penalty: 528.023010 Iteration 10Q: 3 clusters Score -75218.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -75227.812500 Penalty: 528.023010 Iteration 11Q: 3 clusters Score -75227.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -75234.515625 Penalty: 528.023010 Iteration 12Q: 3 clusters Score -75234.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -75238.609375 Penalty: 528.023010 Iteration 13Q: 3 clusters Score -75238.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -75240.742188 Penalty: 528.023010 Iteration 14Q: 3 clusters Score -75240.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -75242.093750 Penalty: 528.023010 Iteration 15Q: 3 clusters Score -75242.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -75243.093750 Penalty: 528.023010 Iteration 16Q: 3 clusters Score -75243.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -75243.445312 Penalty: 528.023010 Iteration 17Q: 3 clusters Score -75243.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -75243.554688 Penalty: 528.023010 Iteration 18Q: 3 clusters Score -75243.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -75243.554688 Penalty: 528.023010 Iteration 19F: 3 clusters Score -75243.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 1354 members Mstep: Class 7 contains 5967 members Mstep: Class 8 contains 5667 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Entering Unmasked Estep Score: -1228710.750000 Penalty: 6904.421387 Splitting cluster 3 changes total score from -1228613.750000 to -1228710.750000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 4 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -7318.379395 Penalty: 188.878311 Iteration 0F: 2 clusters Score -7318.379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6996.463379 Penalty: 377.756622 Iteration 0F: 3 clusters Score -6996.463 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -7077.133301 Penalty: 377.756622 Iteration 1F: 3 clusters Score -7077.133 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7098.308105 Penalty: 377.756622 Iteration 2F: 3 clusters Score -7098.308 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7110.817871 Penalty: 377.756622 Iteration 3Q: 3 clusters Score -7110.818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7113.432129 Penalty: 377.756622 Iteration 4Q: 3 clusters Score -7113.432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7118.619141 Penalty: 377.756622 Iteration 5Q: 3 clusters Score -7118.619 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7127.068848 Penalty: 377.756622 Iteration 6Q: 3 clusters Score -7127.069 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7135.238770 Penalty: 377.756622 Iteration 7Q: 3 clusters Score -7135.239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7144.653320 Penalty: 377.756622 Iteration 8Q: 3 clusters Score -7144.653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7149.512207 Penalty: 377.756622 Iteration 9Q: 3 clusters Score -7149.512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7154.827637 Penalty: 377.756622 Iteration 10Q: 3 clusters Score -7154.828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7160.678223 Penalty: 377.756622 Iteration 11Q: 3 clusters Score -7160.678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7163.929688 Penalty: 377.756622 Iteration 12Q: 3 clusters Score -7163.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7165.453125 Penalty: 377.756622 Iteration 13Q: 3 clusters Score -7165.453 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7166.570312 Penalty: 377.756622 Iteration 14Q: 3 clusters Score -7166.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7166.934570 Penalty: 377.756622 Iteration 15Q: 3 clusters Score -7166.935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7166.934570 Penalty: 377.756622 Iteration 16F: 3 clusters Score -7166.935 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Entering Unmasked Estep Score: -77202.343750 Penalty: 267.365387 Iteration 0F: 2 clusters Score -77202.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -75009.007812 Penalty: 534.730774 Iteration 0F: 3 clusters Score -75009.01 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -76009.257812 Penalty: 534.730774 Iteration 1F: 3 clusters Score -76009.26 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -76288.125000 Penalty: 534.730774 Iteration 2F: 3 clusters Score -76288.12 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -76467.960938 Penalty: 534.730774 Iteration 3F: 3 clusters Score -76467.96 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -76562.515625 Penalty: 534.730774 Iteration 4F: 3 clusters Score -76562.52 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -76611.906250 Penalty: 534.730774 Iteration 5Q: 3 clusters Score -76611.91 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -76653.335938 Penalty: 534.730774 Iteration 6Q: 3 clusters Score -76653.34 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -76692.031250 Penalty: 534.730774 Iteration 7Q: 3 clusters Score -76692.03 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -76734.242188 Penalty: 534.730774 Iteration 8Q: 3 clusters Score -76734.24 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -76778.648438 Penalty: 534.730774 Iteration 9Q: 3 clusters Score -76778.65 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -76836.015625 Penalty: 534.730774 Iteration 10Q: 3 clusters Score -76836.02 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -76889.140625 Penalty: 534.730774 Iteration 11Q: 3 clusters Score -76889.14 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -76936.992188 Penalty: 534.730774 Iteration 12Q: 3 clusters Score -76936.99 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -76977.507812 Penalty: 534.730774 Iteration 13Q: 3 clusters Score -76977.51 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -77014.812500 Penalty: 534.730774 Iteration 14Q: 3 clusters Score -77014.81 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -77044.976562 Penalty: 534.730774 Iteration 15Q: 3 clusters Score -77044.98 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -77062.429688 Penalty: 534.730774 Iteration 16Q: 3 clusters Score -77062.43 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -77070.921875 Penalty: 534.730774 Iteration 17Q: 3 clusters Score -77070.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -77074.453125 Penalty: 534.730774 Iteration 18Q: 3 clusters Score -77074.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -77076.992188 Penalty: 534.730774 Iteration 19Q: 3 clusters Score -77076.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -77079.898438 Penalty: 534.730774 Iteration 20F: 3 clusters Score -77079.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -77084.460938 Penalty: 534.730774 Iteration 21Q: 3 clusters Score -77084.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -77085.914062 Penalty: 534.730774 Iteration 22Q: 3 clusters Score -77085.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -77087.476562 Penalty: 534.730774 Iteration 23Q: 3 clusters Score -77087.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -77089.734375 Penalty: 534.730774 Iteration 24Q: 3 clusters Score -77089.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -77093.453125 Penalty: 534.730774 Iteration 25Q: 3 clusters Score -77093.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -77096.882812 Penalty: 534.730774 Iteration 26Q: 3 clusters Score -77096.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -77100.523438 Penalty: 534.730774 Iteration 27Q: 3 clusters Score -77100.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -77103.734375 Penalty: 534.730774 Iteration 28Q: 3 clusters Score -77103.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -77105.750000 Penalty: 534.730774 Iteration 29Q: 3 clusters Score -77105.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -77107.078125 Penalty: 534.730774 Iteration 30Q: 3 clusters Score -77107.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -77108.507812 Penalty: 534.730774 Iteration 31Q: 3 clusters Score -77108.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -77109.320312 Penalty: 534.730774 Iteration 32Q: 3 clusters Score -77109.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -77110.242188 Penalty: 534.730774 Iteration 33Q: 3 clusters Score -77110.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -77110.570312 Penalty: 534.730774 Iteration 34Q: 3 clusters Score -77110.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -77110.960938 Penalty: 534.730774 Iteration 35Q: 3 clusters Score -77110.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -77111.718750 Penalty: 534.730774 Iteration 36Q: 3 clusters Score -77111.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -77112.992188 Penalty: 534.730774 Iteration 37Q: 3 clusters Score -77112.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -77114.156250 Penalty: 534.730774 Iteration 38Q: 3 clusters Score -77114.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -77115.843750 Penalty: 534.730774 Iteration 39Q: 3 clusters Score -77115.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -77117.140625 Penalty: 534.730774 Iteration 40F: 3 clusters Score -77117.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -77117.960938 Penalty: 534.730774 Iteration 41Q: 3 clusters Score -77117.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -77118.265625 Penalty: 534.730774 Iteration 42Q: 3 clusters Score -77118.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -77119.203125 Penalty: 534.730774 Iteration 43Q: 3 clusters Score -77119.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -77119.578125 Penalty: 534.730774 Iteration 44Q: 3 clusters Score -77119.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -77120.234375 Penalty: 534.730774 Iteration 45Q: 3 clusters Score -77120.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -77121.562500 Penalty: 534.730774 Iteration 46Q: 3 clusters Score -77121.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -77122.929688 Penalty: 534.730774 Iteration 47Q: 3 clusters Score -77122.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -77125.007812 Penalty: 534.730774 Iteration 48Q: 3 clusters Score -77125.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -77128.039062 Penalty: 534.730774 Iteration 49Q: 3 clusters Score -77128.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -77132.484375 Penalty: 534.730774 Iteration 50Q: 3 clusters Score -77132.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -77136.515625 Penalty: 534.730774 Iteration 51Q: 3 clusters Score -77136.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -77140.648438 Penalty: 534.730774 Iteration 52Q: 3 clusters Score -77140.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -77143.617188 Penalty: 534.730774 Iteration 53Q: 3 clusters Score -77143.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -77146.742188 Penalty: 534.730774 Iteration 54Q: 3 clusters Score -77146.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -77149.968750 Penalty: 534.730774 Iteration 55Q: 3 clusters Score -77149.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -77154.539062 Penalty: 534.730774 Iteration 56Q: 3 clusters Score -77154.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -77157.867188 Penalty: 534.730774 Iteration 57Q: 3 clusters Score -77157.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -77160.703125 Penalty: 534.730774 Iteration 58Q: 3 clusters Score -77160.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -77162.726562 Penalty: 534.730774 Iteration 59Q: 3 clusters Score -77162.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -77163.703125 Penalty: 534.730774 Iteration 60F: 3 clusters Score -77163.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -77164.406250 Penalty: 534.730774 Iteration 61Q: 3 clusters Score -77164.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -77164.578125 Penalty: 534.730774 Iteration 62Q: 3 clusters Score -77164.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -77165.726562 Penalty: 534.730774 Iteration 63Q: 3 clusters Score -77165.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -77167.437500 Penalty: 534.730774 Iteration 64Q: 3 clusters Score -77167.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -77168.156250 Penalty: 534.730774 Iteration 65Q: 3 clusters Score -77168.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -77168.289062 Penalty: 534.730774 Iteration 66Q: 3 clusters Score -77168.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -77168.875000 Penalty: 534.730774 Iteration 67Q: 3 clusters Score -77168.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -77169.000000 Penalty: 534.730774 Iteration 68Q: 3 clusters Score -77169 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -77169.101562 Penalty: 534.730774 Iteration 69Q: 3 clusters Score -77169.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -77169.578125 Penalty: 534.730774 Iteration 70Q: 3 clusters Score -77169.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -77169.859375 Penalty: 534.730774 Iteration 71Q: 3 clusters Score -77169.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -77170.828125 Penalty: 534.730774 Iteration 72Q: 3 clusters Score -77170.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -77171.492188 Penalty: 534.730774 Iteration 73Q: 3 clusters Score -77171.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -77171.476562 Penalty: 534.730774 Iteration 74Q: 3 clusters Score -77171.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -77171.609375 Penalty: 534.730774 Iteration 75Q: 3 clusters Score -77171.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -77171.609375 Penalty: 534.730774 Iteration 76F: 3 clusters Score -77171.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Entering Unmasked Estep Score: -30160.537109 Penalty: 237.957001 Iteration 0F: 2 clusters Score -30160.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -29176.822266 Penalty: 475.914001 Iteration 0F: 3 clusters Score -29176.82 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -29521.351562 Penalty: 475.914001 Iteration 1F: 3 clusters Score -29521.35 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -29625.970703 Penalty: 475.914001 Iteration 2F: 3 clusters Score -29625.97 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -29742.535156 Penalty: 475.914001 Iteration 3F: 3 clusters Score -29742.54 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -29845.312500 Penalty: 475.914001 Iteration 4F: 3 clusters Score -29845.31 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -29943.207031 Penalty: 475.914001 Iteration 5F: 3 clusters Score -29943.21 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -30082.613281 Penalty: 475.914001 Iteration 6F: 3 clusters Score -30082.61 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30162.207031 Penalty: 475.914001 Iteration 7Q: 3 clusters Score -30162.21 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -30201.470703 Penalty: 475.914001 Iteration 8Q: 3 clusters Score -30201.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -30218.453125 Penalty: 475.914001 Iteration 9Q: 3 clusters Score -30218.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -30238.292969 Penalty: 475.914001 Iteration 10Q: 3 clusters Score -30238.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -30248.869141 Penalty: 475.914001 Iteration 11Q: 3 clusters Score -30248.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -30264.816406 Penalty: 475.914001 Iteration 12Q: 3 clusters Score -30264.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -30285.320312 Penalty: 475.914001 Iteration 13Q: 3 clusters Score -30285.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -30313.623047 Penalty: 475.914001 Iteration 14Q: 3 clusters Score -30313.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -30337.931641 Penalty: 475.914001 Iteration 15Q: 3 clusters Score -30337.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -30350.275391 Penalty: 475.914001 Iteration 16Q: 3 clusters Score -30350.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -30357.298828 Penalty: 475.914001 Iteration 17Q: 3 clusters Score -30357.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -30359.304688 Penalty: 475.914001 Iteration 18Q: 3 clusters Score -30359.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -30361.056641 Penalty: 475.914001 Iteration 19Q: 3 clusters Score -30361.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -30361.414062 Penalty: 475.914001 Iteration 20F: 3 clusters Score -30361.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 5967 members Mstep: Class 8 contains 5667 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Entering Unmasked Estep Score: -1228784.875000 Penalty: 7267.812012 Splitting cluster 6 changes total score from -1228613.750000 to -1228784.875000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 7 (5967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Entering Unmasked Estep Score: -137367.390625 Penalty: 286.901978 Iteration 0F: 2 clusters Score -137367.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -133477.593750 Penalty: 573.803955 Iteration 0F: 3 clusters Score -133477.6 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -135442.953125 Penalty: 573.803955 Iteration 1F: 3 clusters Score -135443 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -135684.703125 Penalty: 573.803955 Iteration 2F: 3 clusters Score -135684.7 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -135920.781250 Penalty: 573.803955 Iteration 3F: 3 clusters Score -135920.8 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -136172.468750 Penalty: 573.803955 Iteration 4F: 3 clusters Score -136172.5 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -136398.625000 Penalty: 573.803955 Iteration 5F: 3 clusters Score -136398.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -136568.640625 Penalty: 573.803955 Iteration 6F: 3 clusters Score -136568.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -136673.078125 Penalty: 573.803955 Iteration 7Q: 3 clusters Score -136673.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -136745.671875 Penalty: 573.803955 Iteration 8Q: 3 clusters Score -136745.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -136815.734375 Penalty: 573.803955 Iteration 9Q: 3 clusters Score -136815.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -136890.890625 Penalty: 573.803955 Iteration 10Q: 3 clusters Score -136890.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -136958.187500 Penalty: 573.803955 Iteration 11Q: 3 clusters Score -136958.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -137024.125000 Penalty: 573.803955 Iteration 12Q: 3 clusters Score -137024.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -137080.843750 Penalty: 573.803955 Iteration 13Q: 3 clusters Score -137080.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -137135.718750 Penalty: 573.803955 Iteration 14Q: 3 clusters Score -137135.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -137185.312500 Penalty: 573.803955 Iteration 15Q: 3 clusters Score -137185.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -137221.046875 Penalty: 573.803955 Iteration 16Q: 3 clusters Score -137221 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -137252.750000 Penalty: 573.803955 Iteration 17Q: 3 clusters Score -137252.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -137272.515625 Penalty: 573.803955 Iteration 18Q: 3 clusters Score -137272.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -137285.484375 Penalty: 573.803955 Iteration 19Q: 3 clusters Score -137285.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -137295.750000 Penalty: 573.803955 Iteration 20F: 3 clusters Score -137295.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -137301.859375 Penalty: 573.803955 Iteration 21Q: 3 clusters Score -137301.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -137306.328125 Penalty: 573.803955 Iteration 22Q: 3 clusters Score -137306.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -137308.578125 Penalty: 573.803955 Iteration 23Q: 3 clusters Score -137308.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -137310.718750 Penalty: 573.803955 Iteration 24Q: 3 clusters Score -137310.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -137311.390625 Penalty: 573.803955 Iteration 25Q: 3 clusters Score -137311.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -137312.703125 Penalty: 573.803955 Iteration 26Q: 3 clusters Score -137312.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -137315.390625 Penalty: 573.803955 Iteration 27Q: 3 clusters Score -137315.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -137317.500000 Penalty: 573.803955 Iteration 28Q: 3 clusters Score -137317.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -137319.734375 Penalty: 573.803955 Iteration 29Q: 3 clusters Score -137319.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -137320.968750 Penalty: 573.803955 Iteration 30Q: 3 clusters Score -137321 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -137321.671875 Penalty: 573.803955 Iteration 31Q: 3 clusters Score -137321.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -137322.703125 Penalty: 573.803955 Iteration 32Q: 3 clusters Score -137322.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -137324.343750 Penalty: 573.803955 Iteration 33Q: 3 clusters Score -137324.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -137326.406250 Penalty: 573.803955 Iteration 34Q: 3 clusters Score -137326.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -137328.296875 Penalty: 573.803955 Iteration 35Q: 3 clusters Score -137328.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -137329.203125 Penalty: 573.803955 Iteration 36Q: 3 clusters Score -137329.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -137330.265625 Penalty: 573.803955 Iteration 37Q: 3 clusters Score -137330.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -137331.984375 Penalty: 573.803955 Iteration 38Q: 3 clusters Score -137332 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -137335.843750 Penalty: 573.803955 Iteration 39Q: 3 clusters Score -137335.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -137340.375000 Penalty: 573.803955 Iteration 40F: 3 clusters Score -137340.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -137344.125000 Penalty: 573.803955 Iteration 41Q: 3 clusters Score -137344.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -137347.765625 Penalty: 573.803955 Iteration 42Q: 3 clusters Score -137347.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -137353.250000 Penalty: 573.803955 Iteration 43Q: 3 clusters Score -137353.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -137357.437500 Penalty: 573.803955 Iteration 44Q: 3 clusters Score -137357.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -137360.625000 Penalty: 573.803955 Iteration 45Q: 3 clusters Score -137360.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -137366.125000 Penalty: 573.803955 Iteration 46Q: 3 clusters Score -137366.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -137370.046875 Penalty: 573.803955 Iteration 47Q: 3 clusters Score -137370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -137371.281250 Penalty: 573.803955 Iteration 48Q: 3 clusters Score -137371.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -137372.343750 Penalty: 573.803955 Iteration 49Q: 3 clusters Score -137372.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -137373.390625 Penalty: 573.803955 Iteration 50Q: 3 clusters Score -137373.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -137375.046875 Penalty: 573.803955 Iteration 51Q: 3 clusters Score -137375 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -137378.671875 Penalty: 573.803955 Iteration 52Q: 3 clusters Score -137378.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -137383.015625 Penalty: 573.803955 Iteration 53Q: 3 clusters Score -137383 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -137386.796875 Penalty: 573.803955 Iteration 54Q: 3 clusters Score -137386.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -137389.281250 Penalty: 573.803955 Iteration 55Q: 3 clusters Score -137389.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -137390.968750 Penalty: 573.803955 Iteration 56Q: 3 clusters Score -137391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -137392.250000 Penalty: 573.803955 Iteration 57Q: 3 clusters Score -137392.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -137397.390625 Penalty: 573.803955 Iteration 58Q: 3 clusters Score -137397.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -137400.281250 Penalty: 573.803955 Iteration 59Q: 3 clusters Score -137400.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -137401.937500 Penalty: 573.803955 Iteration 60F: 3 clusters Score -137401.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -137404.875000 Penalty: 573.803955 Iteration 61Q: 3 clusters Score -137404.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -137406.671875 Penalty: 573.803955 Iteration 62Q: 3 clusters Score -137406.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -137408.109375 Penalty: 573.803955 Iteration 63Q: 3 clusters Score -137408.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -137408.828125 Penalty: 573.803955 Iteration 64Q: 3 clusters Score -137408.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -137411.046875 Penalty: 573.803955 Iteration 65Q: 3 clusters Score -137411 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -137412.593750 Penalty: 573.803955 Iteration 66Q: 3 clusters Score -137412.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -137412.593750 Penalty: 573.803955 Iteration 67F: 3 clusters Score -137412.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 5667 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Entering Unmasked Estep Score: -1228753.000000 Penalty: 7631.202148 Splitting cluster 7 changes total score from -1228613.750000 to -1228753.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 8 (5667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Entering Unmasked Estep Score: -132804.125000 Penalty: 285.199707 Iteration 0F: 2 clusters Score -132804.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -129080.101562 Penalty: 570.399414 Iteration 0F: 3 clusters Score -129080.1 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -131016.117188 Penalty: 570.399414 Iteration 1F: 3 clusters Score -131016.1 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -131358.093750 Penalty: 570.399414 Iteration 2F: 3 clusters Score -131358.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -131640.515625 Penalty: 570.399414 Iteration 3F: 3 clusters Score -131640.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -131859.906250 Penalty: 570.399414 Iteration 4F: 3 clusters Score -131859.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -132022.437500 Penalty: 570.399414 Iteration 5Q: 3 clusters Score -132022.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -132158.906250 Penalty: 570.399414 Iteration 6Q: 3 clusters Score -132158.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -132220.031250 Penalty: 570.399414 Iteration 7Q: 3 clusters Score -132220 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -132259.250000 Penalty: 570.399414 Iteration 8Q: 3 clusters Score -132259.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -132285.687500 Penalty: 570.399414 Iteration 9Q: 3 clusters Score -132285.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -132307.343750 Penalty: 570.399414 Iteration 10Q: 3 clusters Score -132307.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -132334.609375 Penalty: 570.399414 Iteration 11Q: 3 clusters Score -132334.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -132375.406250 Penalty: 570.399414 Iteration 12Q: 3 clusters Score -132375.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -132411.281250 Penalty: 570.399414 Iteration 13Q: 3 clusters Score -132411.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -132452.125000 Penalty: 570.399414 Iteration 14Q: 3 clusters Score -132452.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -132494.140625 Penalty: 570.399414 Iteration 15Q: 3 clusters Score -132494.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -132534.406250 Penalty: 570.399414 Iteration 16Q: 3 clusters Score -132534.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -132592.828125 Penalty: 570.399414 Iteration 17Q: 3 clusters Score -132592.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -132663.875000 Penalty: 570.399414 Iteration 18Q: 3 clusters Score -132663.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -132716.828125 Penalty: 570.399414 Iteration 19Q: 3 clusters Score -132716.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -132769.812500 Penalty: 570.399414 Iteration 20F: 3 clusters Score -132769.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -132810.968750 Penalty: 570.399414 Iteration 21Q: 3 clusters Score -132811 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -132842.843750 Penalty: 570.399414 Iteration 22Q: 3 clusters Score -132842.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -132857.562500 Penalty: 570.399414 Iteration 23Q: 3 clusters Score -132857.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -132866.015625 Penalty: 570.399414 Iteration 24Q: 3 clusters Score -132866 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -132876.578125 Penalty: 570.399414 Iteration 25Q: 3 clusters Score -132876.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -132888.515625 Penalty: 570.399414 Iteration 26Q: 3 clusters Score -132888.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -132899.703125 Penalty: 570.399414 Iteration 27Q: 3 clusters Score -132899.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -132932.968750 Penalty: 570.399414 Iteration 28Q: 3 clusters Score -132933 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -132967.562500 Penalty: 570.399414 Iteration 29Q: 3 clusters Score -132967.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -132994.015625 Penalty: 570.399414 Iteration 30Q: 3 clusters Score -132994 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -133015.062500 Penalty: 570.399414 Iteration 31Q: 3 clusters Score -133015.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -133032.906250 Penalty: 570.399414 Iteration 32Q: 3 clusters Score -133032.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -133043.968750 Penalty: 570.399414 Iteration 33Q: 3 clusters Score -133044 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -133054.656250 Penalty: 570.399414 Iteration 34Q: 3 clusters Score -133054.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -133066.734375 Penalty: 570.399414 Iteration 35Q: 3 clusters Score -133066.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -133079.156250 Penalty: 570.399414 Iteration 36Q: 3 clusters Score -133079.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -133092.281250 Penalty: 570.399414 Iteration 37Q: 3 clusters Score -133092.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -133097.171875 Penalty: 570.399414 Iteration 38Q: 3 clusters Score -133097.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -133099.140625 Penalty: 570.399414 Iteration 39Q: 3 clusters Score -133099.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -133104.609375 Penalty: 570.399414 Iteration 40F: 3 clusters Score -133104.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -133108.125000 Penalty: 570.399414 Iteration 41Q: 3 clusters Score -133108.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -133109.343750 Penalty: 570.399414 Iteration 42Q: 3 clusters Score -133109.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -133110.500000 Penalty: 570.399414 Iteration 43Q: 3 clusters Score -133110.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -133111.156250 Penalty: 570.399414 Iteration 44Q: 3 clusters Score -133111.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -133112.984375 Penalty: 570.399414 Iteration 45Q: 3 clusters Score -133113 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -133115.562500 Penalty: 570.399414 Iteration 46Q: 3 clusters Score -133115.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -133118.484375 Penalty: 570.399414 Iteration 47Q: 3 clusters Score -133118.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -133124.109375 Penalty: 570.399414 Iteration 48Q: 3 clusters Score -133124.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -133130.578125 Penalty: 570.399414 Iteration 49Q: 3 clusters Score -133130.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -133138.062500 Penalty: 570.399414 Iteration 50Q: 3 clusters Score -133138.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -133144.515625 Penalty: 570.399414 Iteration 51Q: 3 clusters Score -133144.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -133150.140625 Penalty: 570.399414 Iteration 52Q: 3 clusters Score -133150.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -133154.531250 Penalty: 570.399414 Iteration 53Q: 3 clusters Score -133154.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -133159.890625 Penalty: 570.399414 Iteration 54Q: 3 clusters Score -133159.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -133165.062500 Penalty: 570.399414 Iteration 55Q: 3 clusters Score -133165.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -133169.140625 Penalty: 570.399414 Iteration 56Q: 3 clusters Score -133169.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -133172.406250 Penalty: 570.399414 Iteration 57Q: 3 clusters Score -133172.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -133176.406250 Penalty: 570.399414 Iteration 58Q: 3 clusters Score -133176.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -133180.093750 Penalty: 570.399414 Iteration 59Q: 3 clusters Score -133180.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -133184.062500 Penalty: 570.399414 Iteration 60F: 3 clusters Score -133184.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -133186.390625 Penalty: 570.399414 Iteration 61Q: 3 clusters Score -133186.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -133187.187500 Penalty: 570.399414 Iteration 62Q: 3 clusters Score -133187.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -133187.812500 Penalty: 570.399414 Iteration 63Q: 3 clusters Score -133187.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -133189.437500 Penalty: 570.399414 Iteration 64Q: 3 clusters Score -133189.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -133190.796875 Penalty: 570.399414 Iteration 65Q: 3 clusters Score -133190.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -133192.109375 Penalty: 570.399414 Iteration 66Q: 3 clusters Score -133192.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -133192.796875 Penalty: 570.399414 Iteration 67Q: 3 clusters Score -133192.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -133193.203125 Penalty: 570.399414 Iteration 68Q: 3 clusters Score -133193.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -133193.453125 Penalty: 570.399414 Iteration 69Q: 3 clusters Score -133193.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -133193.546875 Penalty: 570.399414 Iteration 70Q: 3 clusters Score -133193.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -133194.062500 Penalty: 570.399414 Iteration 71Q: 3 clusters Score -133194.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -133194.171875 Penalty: 570.399414 Iteration 72Q: 3 clusters Score -133194.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -133194.234375 Penalty: 570.399414 Iteration 73Q: 3 clusters Score -133194.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -133194.046875 Penalty: 570.399414 Iteration 74Q: 3 clusters Score -133194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -133194.484375 Penalty: 570.399414 Iteration 75Q: 3 clusters Score -133194.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -133194.375000 Penalty: 570.399414 Iteration 76Q: 3 clusters Score -133194.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -133194.375000 Penalty: 570.399414 Iteration 77Q: 3 clusters Score -133194.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -133194.375000 Penalty: 570.399414 Iteration 78F: 3 clusters Score -133194.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 388 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Entering Unmasked Estep Score: -1229066.625000 Penalty: 7994.592773 Splitting cluster 8 changes total score from -1228613.750000 to -1229066.625000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 9 (388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Entering Unmasked Estep Score: -6179.795410 Penalty: 196.713165 Iteration 0F: 2 clusters Score -6179.795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -5829.535156 Penalty: 393.426331 Iteration 0F: 3 clusters Score -5829.535 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -5952.706055 Penalty: 393.426331 Iteration 1F: 3 clusters Score -5952.706 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -5995.559570 Penalty: 393.426331 Iteration 2F: 3 clusters Score -5995.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -6018.185059 Penalty: 393.426331 Iteration 3Q: 3 clusters Score -6018.185 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6035.695801 Penalty: 393.426331 Iteration 4Q: 3 clusters Score -6035.696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6041.129883 Penalty: 393.426331 Iteration 5Q: 3 clusters Score -6041.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -6044.962402 Penalty: 393.426331 Iteration 6Q: 3 clusters Score -6044.962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -6046.349121 Penalty: 393.426331 Iteration 7Q: 3 clusters Score -6046.349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -6049.418945 Penalty: 393.426331 Iteration 8Q: 3 clusters Score -6049.419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6053.185547 Penalty: 393.426331 Iteration 9Q: 3 clusters Score -6053.186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6061.564453 Penalty: 393.426331 Iteration 10Q: 3 clusters Score -6061.564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6071.860840 Penalty: 393.426331 Iteration 11Q: 3 clusters Score -6071.861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6083.659668 Penalty: 393.426331 Iteration 12Q: 3 clusters Score -6083.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6106.854492 Penalty: 393.426331 Iteration 13Q: 3 clusters Score -6106.854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6133.328125 Penalty: 393.426331 Iteration 14Q: 3 clusters Score -6133.328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6188.207031 Penalty: 393.426331 Iteration 15Q: 3 clusters Score -6188.207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6234.541504 Penalty: 393.426331 Iteration 16Q: 3 clusters Score -6234.542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6265.300781 Penalty: 393.426331 Iteration 17Q: 3 clusters Score -6265.301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6290.897949 Penalty: 393.426331 Iteration 18Q: 3 clusters Score -6290.898 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -6313.506348 Penalty: 393.426331 Iteration 19Q: 3 clusters Score -6313.506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -6322.472168 Penalty: 393.426331 Iteration 20F: 3 clusters Score -6322.472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6328.399414 Penalty: 393.426331 Iteration 21Q: 3 clusters Score -6328.399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -6330.520020 Penalty: 393.426331 Iteration 22Q: 3 clusters Score -6330.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -6330.520020 Penalty: 393.426331 Iteration 23F: 3 clusters Score -6330.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 1940 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Mstep: Class 23 contains 169 members Entering Unmasked Estep Score: -1229050.625000 Penalty: 8357.983398 Splitting cluster 9 changes total score from -1228613.750000 to -1229050.625000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (1306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Entering Unmasked Estep Score: -25895.220703 Penalty: 236.765900 Iteration 0F: 2 clusters Score -25895.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -24951.339844 Penalty: 473.531799 Iteration 0F: 3 clusters Score -24951.34 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -25356.068359 Penalty: 473.531799 Iteration 1F: 3 clusters Score -25356.07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -25423.753906 Penalty: 473.531799 Iteration 2F: 3 clusters Score -25423.75 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -25490.468750 Penalty: 473.531799 Iteration 3F: 3 clusters Score -25490.47 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -25553.140625 Penalty: 473.531799 Iteration 4Q: 3 clusters Score -25553.14 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -25605.582031 Penalty: 473.531799 Iteration 5Q: 3 clusters Score -25605.58 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -25636.898438 Penalty: 473.531799 Iteration 6Q: 3 clusters Score -25636.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -25667.687500 Penalty: 473.531799 Iteration 7Q: 3 clusters Score -25667.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -25687.015625 Penalty: 473.531799 Iteration 8Q: 3 clusters Score -25687.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -25698.214844 Penalty: 473.531799 Iteration 9Q: 3 clusters Score -25698.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -25707.896484 Penalty: 473.531799 Iteration 10Q: 3 clusters Score -25707.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -25713.162109 Penalty: 473.531799 Iteration 11Q: 3 clusters Score -25713.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -25716.638672 Penalty: 473.531799 Iteration 12Q: 3 clusters Score -25716.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25721.677734 Penalty: 473.531799 Iteration 13Q: 3 clusters Score -25721.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25723.550781 Penalty: 473.531799 Iteration 14Q: 3 clusters Score -25723.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25724.031250 Penalty: 473.531799 Iteration 15Q: 3 clusters Score -25724.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -25724.583984 Penalty: 473.531799 Iteration 16Q: 3 clusters Score -25724.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -25726.550781 Penalty: 473.531799 Iteration 17Q: 3 clusters Score -25726.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25728.322266 Penalty: 473.531799 Iteration 18Q: 3 clusters Score -25728.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25729.349609 Penalty: 473.531799 Iteration 19Q: 3 clusters Score -25729.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -25730.328125 Penalty: 473.531799 Iteration 20F: 3 clusters Score -25730.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -25731.544922 Penalty: 473.531799 Iteration 21Q: 3 clusters Score -25731.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -25732.015625 Penalty: 473.531799 Iteration 22Q: 3 clusters Score -25732.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -25732.015625 Penalty: 473.531799 Iteration 23F: 3 clusters Score -25732.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Entering Unmasked Estep Score: -46733.679688 Penalty: 249.824631 Iteration 0F: 2 clusters Score -46733.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -45394.269531 Penalty: 499.649261 Iteration 0F: 3 clusters Score -45394.27 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -45880.582031 Penalty: 499.649261 Iteration 1F: 3 clusters Score -45880.58 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -46039.804688 Penalty: 499.649261 Iteration 2F: 3 clusters Score -46039.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -46208.707031 Penalty: 499.649261 Iteration 3F: 3 clusters Score -46208.71 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -46375.589844 Penalty: 499.649261 Iteration 4F: 3 clusters Score -46375.59 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -46486.546875 Penalty: 499.649261 Iteration 5F: 3 clusters Score -46486.55 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -46547.519531 Penalty: 499.649261 Iteration 6Q: 3 clusters Score -46547.52 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -46580.859375 Penalty: 499.649261 Iteration 7Q: 3 clusters Score -46580.86 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -46616.253906 Penalty: 499.649261 Iteration 8Q: 3 clusters Score -46616.25 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -46672.925781 Penalty: 499.649261 Iteration 9Q: 3 clusters Score -46672.93 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -46704.449219 Penalty: 499.649261 Iteration 10Q: 3 clusters Score -46704.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -46734.175781 Penalty: 499.649261 Iteration 11Q: 3 clusters Score -46734.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -46749.261719 Penalty: 499.649261 Iteration 12Q: 3 clusters Score -46749.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -46756.949219 Penalty: 499.649261 Iteration 13Q: 3 clusters Score -46756.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -46773.890625 Penalty: 499.649261 Iteration 14Q: 3 clusters Score -46773.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -46798.851562 Penalty: 499.649261 Iteration 15Q: 3 clusters Score -46798.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -46834.707031 Penalty: 499.649261 Iteration 16Q: 3 clusters Score -46834.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -46865.910156 Penalty: 499.649261 Iteration 17Q: 3 clusters Score -46865.91 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -46895.656250 Penalty: 499.649261 Iteration 18Q: 3 clusters Score -46895.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -46911.566406 Penalty: 499.649261 Iteration 19Q: 3 clusters Score -46911.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -46914.570312 Penalty: 499.649261 Iteration 20F: 3 clusters Score -46914.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -46916.128906 Penalty: 499.649261 Iteration 21Q: 3 clusters Score -46916.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -46916.417969 Penalty: 499.649261 Iteration 22Q: 3 clusters Score -46916.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -46916.511719 Penalty: 499.649261 Iteration 23Q: 3 clusters Score -46916.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -46916.511719 Penalty: 499.649261 Iteration 24F: 3 clusters Score -46916.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 1247 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Mstep: Class 23 contains 169 members Mstep: Class 24 contains 1419 members Entering Unmasked Estep Score: -1229119.750000 Penalty: 8721.374023 Splitting cluster 11 changes total score from -1228613.750000 to -1229119.750000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 12 (2602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Entering Unmasked Estep Score: -63148.226562 Penalty: 259.513184 Iteration 0F: 2 clusters Score -63148.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -61389.562500 Penalty: 519.026367 Iteration 0F: 3 clusters Score -61389.56 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -62110.792969 Penalty: 519.026367 Iteration 1F: 3 clusters Score -62110.79 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -62172.613281 Penalty: 519.026367 Iteration 2F: 3 clusters Score -62172.61 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -62224.480469 Penalty: 519.026367 Iteration 3Q: 3 clusters Score -62224.48 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -62265.925781 Penalty: 519.026367 Iteration 4Q: 3 clusters Score -62265.93 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -62317.226562 Penalty: 519.026367 Iteration 5Q: 3 clusters Score -62317.23 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -62380.960938 Penalty: 519.026367 Iteration 6Q: 3 clusters Score -62380.96 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -62444.261719 Penalty: 519.026367 Iteration 7Q: 3 clusters Score -62444.26 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -62509.183594 Penalty: 519.026367 Iteration 8Q: 3 clusters Score -62509.18 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -62590.632812 Penalty: 519.026367 Iteration 9Q: 3 clusters Score -62590.63 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -62663.410156 Penalty: 519.026367 Iteration 10Q: 3 clusters Score -62663.41 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -62738.371094 Penalty: 519.026367 Iteration 11Q: 3 clusters Score -62738.37 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -62808.136719 Penalty: 519.026367 Iteration 12Q: 3 clusters Score -62808.14 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -62888.640625 Penalty: 519.026367 Iteration 13Q: 3 clusters Score -62888.64 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -62977.093750 Penalty: 519.026367 Iteration 14Q: 3 clusters Score -62977.09 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -63049.792969 Penalty: 519.026367 Iteration 15Q: 3 clusters Score -63049.79 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -63096.011719 Penalty: 519.026367 Iteration 16Q: 3 clusters Score -63096.01 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -63124.457031 Penalty: 519.026367 Iteration 17Q: 3 clusters Score -63124.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -63137.292969 Penalty: 519.026367 Iteration 18Q: 3 clusters Score -63137.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -63139.281250 Penalty: 519.026367 Iteration 19Q: 3 clusters Score -63139.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -63140.132812 Penalty: 519.026367 Iteration 20F: 3 clusters Score -63140.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -63140.289062 Penalty: 519.026367 Iteration 21Q: 3 clusters Score -63140.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -63140.511719 Penalty: 519.026367 Iteration 22Q: 3 clusters Score -63140.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -63140.699219 Penalty: 519.026367 Iteration 23Q: 3 clusters Score -63140.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -63140.699219 Penalty: 519.026367 Iteration 24F: 3 clusters Score -63140.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Entering Unmasked Estep Score: -99764.226562 Penalty: 277.073090 Iteration 0F: 2 clusters Score -99764.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -96878.164062 Penalty: 554.146179 Iteration 0F: 3 clusters Score -96878.16 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -98259.359375 Penalty: 554.146179 Iteration 1F: 3 clusters Score -98259.36 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -98569.781250 Penalty: 554.146179 Iteration 2F: 3 clusters Score -98569.78 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -98846.984375 Penalty: 554.146179 Iteration 3F: 3 clusters Score -98846.98 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -99092.648438 Penalty: 554.146179 Iteration 4F: 3 clusters Score -99092.65 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -99284.687500 Penalty: 554.146179 Iteration 5Q: 3 clusters Score -99284.69 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -99415.273438 Penalty: 554.146179 Iteration 6Q: 3 clusters Score -99415.27 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -99475.242188 Penalty: 554.146179 Iteration 7Q: 3 clusters Score -99475.24 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -99518.257812 Penalty: 554.146179 Iteration 8Q: 3 clusters Score -99518.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -99535.937500 Penalty: 554.146179 Iteration 9Q: 3 clusters Score -99535.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -99542.921875 Penalty: 554.146179 Iteration 10Q: 3 clusters Score -99542.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -99549.664062 Penalty: 554.146179 Iteration 11Q: 3 clusters Score -99549.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -99552.085938 Penalty: 554.146179 Iteration 12Q: 3 clusters Score -99552.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -99556.640625 Penalty: 554.146179 Iteration 13Q: 3 clusters Score -99556.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -99557.148438 Penalty: 554.146179 Iteration 14Q: 3 clusters Score -99557.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -99557.492188 Penalty: 554.146179 Iteration 15Q: 3 clusters Score -99557.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -99557.492188 Penalty: 554.146179 Iteration 16F: 3 clusters Score -99557.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Entering Unmasked Estep Score: -19618.279297 Penalty: 235.240372 Iteration 0F: 2 clusters Score -19618.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -18774.324219 Penalty: 470.480743 Iteration 0F: 3 clusters Score -18774.32 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -19336.556641 Penalty: 470.480743 Iteration 1F: 3 clusters Score -19336.56 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -19474.320312 Penalty: 470.480743 Iteration 2F: 3 clusters Score -19474.32 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -19520.416016 Penalty: 470.480743 Iteration 3Q: 3 clusters Score -19520.42 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -19546.390625 Penalty: 470.480743 Iteration 4Q: 3 clusters Score -19546.39 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -19566.511719 Penalty: 470.480743 Iteration 5Q: 3 clusters Score -19566.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -19579.091797 Penalty: 470.480743 Iteration 6Q: 3 clusters Score -19579.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -19588.964844 Penalty: 470.480743 Iteration 7Q: 3 clusters Score -19588.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -19596.126953 Penalty: 470.480743 Iteration 8Q: 3 clusters Score -19596.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -19602.576172 Penalty: 470.480743 Iteration 9Q: 3 clusters Score -19602.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -19608.238281 Penalty: 470.480743 Iteration 10Q: 3 clusters Score -19608.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -19611.910156 Penalty: 470.480743 Iteration 11Q: 3 clusters Score -19611.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -19614.017578 Penalty: 470.480743 Iteration 12Q: 3 clusters Score -19614.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -19616.468750 Penalty: 470.480743 Iteration 13Q: 3 clusters Score -19616.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -19618.810547 Penalty: 470.480743 Iteration 14Q: 3 clusters Score -19618.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -19621.226562 Penalty: 470.480743 Iteration 15Q: 3 clusters Score -19621.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -19623.384766 Penalty: 470.480743 Iteration 16Q: 3 clusters Score -19623.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -19625.953125 Penalty: 470.480743 Iteration 17Q: 3 clusters Score -19625.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -19626.703125 Penalty: 470.480743 Iteration 18Q: 3 clusters Score -19626.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -19626.867188 Penalty: 470.480743 Iteration 19Q: 3 clusters Score -19626.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -19626.908203 Penalty: 470.480743 Iteration 20F: 3 clusters Score -19626.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 6911 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Mstep: Class 23 contains 169 members Mstep: Class 24 contains 1419 members Mstep: Class 25 contains 601 members Entering Unmasked Estep Score: -1229000.125000 Penalty: 9084.764648 Splitting cluster 14 changes total score from -1228613.750000 to -1229000.125000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (2792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Entering Unmasked Estep Score: -62139.996094 Penalty: 261.838959 Iteration 0F: 2 clusters Score -62140 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -60182.003906 Penalty: 523.677917 Iteration 0F: 3 clusters Score -60182 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -61138.566406 Penalty: 523.677917 Iteration 1F: 3 clusters Score -61138.57 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -61352.324219 Penalty: 523.677917 Iteration 2F: 3 clusters Score -61352.32 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -61543.351562 Penalty: 523.677917 Iteration 3F: 3 clusters Score -61543.35 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -61618.585938 Penalty: 523.677917 Iteration 4F: 3 clusters Score -61618.59 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -61656.250000 Penalty: 523.677917 Iteration 5Q: 3 clusters Score -61656.25 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -61674.644531 Penalty: 523.677917 Iteration 6Q: 3 clusters Score -61674.64 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -61682.230469 Penalty: 523.677917 Iteration 7Q: 3 clusters Score -61682.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -61690.910156 Penalty: 523.677917 Iteration 8Q: 3 clusters Score -61690.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -61695.398438 Penalty: 523.677917 Iteration 9Q: 3 clusters Score -61695.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -61701.035156 Penalty: 523.677917 Iteration 10Q: 3 clusters Score -61701.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -61705.941406 Penalty: 523.677917 Iteration 11Q: 3 clusters Score -61705.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -61710.843750 Penalty: 523.677917 Iteration 12Q: 3 clusters Score -61710.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -61716.445312 Penalty: 523.677917 Iteration 13Q: 3 clusters Score -61716.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -61720.417969 Penalty: 523.677917 Iteration 14Q: 3 clusters Score -61720.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -61726.703125 Penalty: 523.677917 Iteration 15Q: 3 clusters Score -61726.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -61735.488281 Penalty: 523.677917 Iteration 16Q: 3 clusters Score -61735.49 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -61742.488281 Penalty: 523.677917 Iteration 17Q: 3 clusters Score -61742.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -61748.257812 Penalty: 523.677917 Iteration 18Q: 3 clusters Score -61748.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -61753.269531 Penalty: 523.677917 Iteration 19Q: 3 clusters Score -61753.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -61758.988281 Penalty: 523.677917 Iteration 20F: 3 clusters Score -61758.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -61763.242188 Penalty: 523.677917 Iteration 21Q: 3 clusters Score -61763.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -61765.652344 Penalty: 523.677917 Iteration 22Q: 3 clusters Score -61765.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -61767.406250 Penalty: 523.677917 Iteration 23Q: 3 clusters Score -61767.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -61768.710938 Penalty: 523.677917 Iteration 24Q: 3 clusters Score -61768.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -61770.031250 Penalty: 523.677917 Iteration 25Q: 3 clusters Score -61770.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -61770.632812 Penalty: 523.677917 Iteration 26Q: 3 clusters Score -61770.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -61771.101562 Penalty: 523.677917 Iteration 27Q: 3 clusters Score -61771.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -61771.296875 Penalty: 523.677917 Iteration 28Q: 3 clusters Score -61771.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -61771.519531 Penalty: 523.677917 Iteration 29Q: 3 clusters Score -61771.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -61771.730469 Penalty: 523.677917 Iteration 30Q: 3 clusters Score -61771.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -61772.257812 Penalty: 523.677917 Iteration 31Q: 3 clusters Score -61772.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -61772.496094 Penalty: 523.677917 Iteration 32Q: 3 clusters Score -61772.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -61772.500000 Penalty: 523.677917 Iteration 33Q: 3 clusters Score -61772.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -61772.500000 Penalty: 523.677917 Iteration 34F: 3 clusters Score -61772.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Entering Unmasked Estep Score: -164654.812500 Penalty: 291.748718 Iteration 0F: 2 clusters Score -164654.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -160115.734375 Penalty: 583.497437 Iteration 0F: 3 clusters Score -160115.7 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -162183.343750 Penalty: 583.497437 Iteration 1F: 3 clusters Score -162183.3 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -162648.718750 Penalty: 583.497437 Iteration 2F: 3 clusters Score -162648.7 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -163202.687500 Penalty: 583.497437 Iteration 3F: 3 clusters Score -163202.7 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -163712.093750 Penalty: 583.497437 Iteration 4F: 3 clusters Score -163712.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -164055.875000 Penalty: 583.497437 Iteration 5F: 3 clusters Score -164055.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -164313.625000 Penalty: 583.497437 Iteration 6Q: 3 clusters Score -164313.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -164494.265625 Penalty: 583.497437 Iteration 7Q: 3 clusters Score -164494.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -164611.484375 Penalty: 583.497437 Iteration 8Q: 3 clusters Score -164611.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -164681.953125 Penalty: 583.497437 Iteration 9Q: 3 clusters Score -164682 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -164737.765625 Penalty: 583.497437 Iteration 10Q: 3 clusters Score -164737.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -164785.312500 Penalty: 583.497437 Iteration 11Q: 3 clusters Score -164785.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -164813.843750 Penalty: 583.497437 Iteration 12Q: 3 clusters Score -164813.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -164830.328125 Penalty: 583.497437 Iteration 13Q: 3 clusters Score -164830.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -164841.812500 Penalty: 583.497437 Iteration 14Q: 3 clusters Score -164841.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -164850.921875 Penalty: 583.497437 Iteration 15Q: 3 clusters Score -164850.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -164858.046875 Penalty: 583.497437 Iteration 16Q: 3 clusters Score -164858 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -164863.421875 Penalty: 583.497437 Iteration 17Q: 3 clusters Score -164863.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -164869.828125 Penalty: 583.497437 Iteration 18Q: 3 clusters Score -164869.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -164873.718750 Penalty: 583.497437 Iteration 19Q: 3 clusters Score -164873.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -164874.906250 Penalty: 583.497437 Iteration 20F: 3 clusters Score -164874.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -164877.718750 Penalty: 583.497437 Iteration 21Q: 3 clusters Score -164877.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -164880.500000 Penalty: 583.497437 Iteration 22Q: 3 clusters Score -164880.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -164883.906250 Penalty: 583.497437 Iteration 23Q: 3 clusters Score -164883.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -164887.312500 Penalty: 583.497437 Iteration 24Q: 3 clusters Score -164887.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -164888.484375 Penalty: 583.497437 Iteration 25Q: 3 clusters Score -164888.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -164889.484375 Penalty: 583.497437 Iteration 26Q: 3 clusters Score -164889.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -164891.937500 Penalty: 583.497437 Iteration 27Q: 3 clusters Score -164891.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -164894.171875 Penalty: 583.497437 Iteration 28Q: 3 clusters Score -164894.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -164894.656250 Penalty: 583.497437 Iteration 29Q: 3 clusters Score -164894.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -164895.765625 Penalty: 583.497437 Iteration 30Q: 3 clusters Score -164895.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -164896.578125 Penalty: 583.497437 Iteration 31Q: 3 clusters Score -164896.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -164897.656250 Penalty: 583.497437 Iteration 32Q: 3 clusters Score -164897.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -164898.500000 Penalty: 583.497437 Iteration 33Q: 3 clusters Score -164898.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -164899.343750 Penalty: 583.497437 Iteration 34Q: 3 clusters Score -164899.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -164899.906250 Penalty: 583.497437 Iteration 35Q: 3 clusters Score -164899.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -164899.796875 Penalty: 583.497437 Iteration 36Q: 3 clusters Score -164899.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -164900.328125 Penalty: 583.497437 Iteration 37Q: 3 clusters Score -164900.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -164900.359375 Penalty: 583.497437 Iteration 38Q: 3 clusters Score -164900.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -164900.281250 Penalty: 583.497437 Iteration 39Q: 3 clusters Score -164900.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -164900.281250 Penalty: 583.497437 Iteration 40F: 3 clusters Score -164900.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 4528 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Mstep: Class 23 contains 169 members Mstep: Class 24 contains 1419 members Mstep: Class 25 contains 601 members Mstep: Class 26 contains 2383 members Entering Unmasked Estep Score: -1229172.875000 Penalty: 9448.155273 Splitting cluster 17 changes total score from -1228613.750000 to -1229172.875000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 18 (4555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Entering Unmasked Estep Score: -88596.851562 Penalty: 277.991364 Iteration 0F: 2 clusters Score -88596.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -85752.515625 Penalty: 555.982727 Iteration 0F: 3 clusters Score -85752.52 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -89265.687500 Penalty: 555.982727 Iteration 1F: 3 clusters Score -89265.69 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -89801.664062 Penalty: 555.982727 Iteration 2F: 3 clusters Score -89801.66 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -90000.164062 Penalty: 555.982727 Iteration 3F: 3 clusters Score -90000.16 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -90060.039062 Penalty: 555.982727 Iteration 4Q: 3 clusters Score -90060.04 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -90076.039062 Penalty: 555.982727 Iteration 5Q: 3 clusters Score -90076.04 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -90081.335938 Penalty: 555.982727 Iteration 6Q: 3 clusters Score -90081.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -90083.781250 Penalty: 555.982727 Iteration 7Q: 3 clusters Score -90083.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -90085.179688 Penalty: 555.982727 Iteration 8Q: 3 clusters Score -90085.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -90085.937500 Penalty: 555.982727 Iteration 9Q: 3 clusters Score -90085.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -90086.195312 Penalty: 555.982727 Iteration 10Q: 3 clusters Score -90086.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -90086.195312 Penalty: 555.982727 Iteration 11F: 3 clusters Score -90086.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 2792 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 4528 members Mstep: Class 18 contains 1548 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5441 members Mstep: Class 22 contains 3434 members Mstep: Class 23 contains 169 members Mstep: Class 24 contains 1419 members Mstep: Class 25 contains 601 members Mstep: Class 26 contains 2383 members Mstep: Class 27 contains 3007 members Entering Unmasked Estep Score: -1230576.625000 Penalty: 9811.545898 Splitting cluster 18 changes total score from -1228613.750000 to -1230576.625000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 19 (7745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Entering Unmasked Estep Score: -186371.000000 Penalty: 295.508484 Iteration 0F: 2 clusters Score -186371 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -181386.500000 Penalty: 591.016968 Iteration 0F: 3 clusters Score -181386.5 nChanged 3554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -183665.984375 Penalty: 591.016968 Iteration 1F: 3 clusters Score -183666 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -184165.328125 Penalty: 591.016968 Iteration 2F: 3 clusters Score -184165.3 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -184668.015625 Penalty: 591.016968 Iteration 3F: 3 clusters Score -184668 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -185129.218750 Penalty: 591.016968 Iteration 4F: 3 clusters Score -185129.2 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -185481.171875 Penalty: 591.016968 Iteration 5F: 3 clusters Score -185481.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -185706.500000 Penalty: 591.016968 Iteration 6Q: 3 clusters Score -185706.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -185867.921875 Penalty: 591.016968 Iteration 7Q: 3 clusters Score -185867.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -185962.453125 Penalty: 591.016968 Iteration 8Q: 3 clusters Score -185962.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -186037.828125 Penalty: 591.016968 Iteration 9Q: 3 clusters Score -186037.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -186087.203125 Penalty: 591.016968 Iteration 10Q: 3 clusters Score -186087.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -186121.015625 Penalty: 591.016968 Iteration 11Q: 3 clusters Score -186121 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -186139.671875 Penalty: 591.016968 Iteration 12Q: 3 clusters Score -186139.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -186156.375000 Penalty: 591.016968 Iteration 13Q: 3 clusters Score -186156.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -186169.484375 Penalty: 591.016968 Iteration 14Q: 3 clusters Score -186169.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -186176.906250 Penalty: 591.016968 Iteration 15Q: 3 clusters Score -186176.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -186182.453125 Penalty: 591.016968 Iteration 16Q: 3 clusters Score -186182.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -186185.875000 Penalty: 591.016968 Iteration 17Q: 3 clusters Score -186185.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -186188.796875 Penalty: 591.016968 Iteration 18Q: 3 clusters Score -186188.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -186194.734375 Penalty: 591.016968 Iteration 19Q: 3 clusters Score -186194.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -186197.218750 Penalty: 591.016968 Iteration 20F: 3 clusters Score -186197.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -186199.937500 Penalty: 591.016968 Iteration 21Q: 3 clusters Score -186199.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -186202.531250 Penalty: 591.016968 Iteration 22Q: 3 clusters Score -186202.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -186205.968750 Penalty: 591.016968 Iteration 23Q: 3 clusters Score -186206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -186209.812500 Penalty: 591.016968 Iteration 24Q: 3 clusters Score -186209.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -186211.734375 Penalty: 591.016968 Iteration 25Q: 3 clusters Score -186211.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -186213.140625 Penalty: 591.016968 Iteration 26Q: 3 clusters Score -186213.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -186213.609375 Penalty: 591.016968 Iteration 27Q: 3 clusters Score -186213.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -186213.609375 Penalty: 591.016968 Iteration 28F: 3 clusters Score -186213.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 5699 members Mstep: Class 3 contains 754 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3301 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 2233 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 1306 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 2602 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 2792 members Mstep: Class 17 contains 4528 members Mstep: Class 18 contains 1548 members Mstep: Class 19 contains 7745 members Entering Unmasked Estep ConsiderDeletion Score: -1231458.250000 Penalty: 9811.545898 Iteration 39Q: 28 clusters Score -1231458 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 5713 members Mstep: Class 3 contains 846 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 3313 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 613 members Mstep: Class 8 contains 2238 members Mstep: Class 9 contains 212 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 553 members Mstep: Class 12 contains 2618 members Mstep: Class 13 contains 4470 members Mstep: Class 14 contains 652 members Mstep: Class 15 contains 2797 members Mstep: Class 16 contains 2216 members Mstep: Class 17 contains 4599 members Mstep: Class 18 contains 1593 members Mstep: Class 19 contains 7745 members Mstep: Class 20 contains 545 members Mstep: Class 21 contains 5271 members Mstep: Class 22 contains 3433 members Mstep: Class 23 contains 183 members Mstep: Class 24 contains 1372 members Mstep: Class 25 contains 551 members Mstep: Class 26 contains 2363 members Mstep: Class 27 contains 2990 members Entering Unmasked Estep ConsiderDeletion Score: -1232323.125000 Penalty: 9811.545898 Iteration 40F: 28 clusters Score -1232323 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 5671 members Mstep: Class 3 contains 874 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3247 members Mstep: Class 6 contains 736 members Mstep: Class 7 contains 671 members Mstep: Class 8 contains 2220 members Mstep: Class 9 contains 208 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 534 members Mstep: Class 12 contains 2624 members Mstep: Class 13 contains 4461 members Mstep: Class 14 contains 638 members Mstep: Class 15 contains 2802 members Mstep: Class 16 contains 2228 members Mstep: Class 17 contains 4527 members Mstep: Class 18 contains 1588 members Mstep: Class 19 contains 7732 members Mstep: Class 20 contains 563 members Mstep: Class 21 contains 5258 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 266 members Mstep: Class 24 contains 1466 members Mstep: Class 25 contains 569 members Mstep: Class 26 contains 2372 members Mstep: Class 27 contains 3053 members Entering Unmasked Estep ConsiderDeletion Score: -1232743.750000 Penalty: 9811.545898 Iteration 41Q: 28 clusters Score -1232744 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 5640 members Mstep: Class 3 contains 899 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 3210 members Mstep: Class 6 contains 729 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 2209 members Mstep: Class 9 contains 208 members Mstep: Class 10 contains 1136 members Mstep: Class 11 contains 534 members Mstep: Class 12 contains 2623 members Mstep: Class 13 contains 4452 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 2802 members Mstep: Class 16 contains 2232 members Mstep: Class 17 contains 4483 members Mstep: Class 18 contains 1562 members Mstep: Class 19 contains 7730 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 5242 members Mstep: Class 22 contains 3443 members Mstep: Class 23 contains 332 members Mstep: Class 24 contains 1535 members Mstep: Class 25 contains 574 members Mstep: Class 26 contains 2363 members Mstep: Class 27 contains 3071 members Entering Unmasked Estep ConsiderDeletion Score: -1232962.375000 Penalty: 9811.545898 Iteration 42Q: 28 clusters Score -1232962 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 5628 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 3197 members Mstep: Class 6 contains 722 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 2198 members Mstep: Class 9 contains 207 members Mstep: Class 10 contains 1101 members Mstep: Class 11 contains 533 members Mstep: Class 12 contains 2627 members Mstep: Class 13 contains 4441 members Mstep: Class 14 contains 654 members Mstep: Class 15 contains 2800 members Mstep: Class 16 contains 2236 members Mstep: Class 17 contains 4438 members Mstep: Class 18 contains 1538 members Mstep: Class 19 contains 7730 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 5224 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 370 members Mstep: Class 24 contains 1593 members Mstep: Class 25 contains 578 members Mstep: Class 26 contains 2354 members Mstep: Class 27 contains 3079 members Entering Unmasked Estep ConsiderDeletion Score: -1233115.125000 Penalty: 9811.545898 Iteration 43Q: 28 clusters Score -1233115 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 5612 members Mstep: Class 3 contains 930 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 3190 members Mstep: Class 6 contains 719 members Mstep: Class 7 contains 845 members Mstep: Class 8 contains 2196 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 1082 members Mstep: Class 11 contains 531 members Mstep: Class 12 contains 2634 members Mstep: Class 13 contains 4434 members Mstep: Class 14 contains 645 members Mstep: Class 15 contains 2802 members Mstep: Class 16 contains 2240 members Mstep: Class 17 contains 4418 members Mstep: Class 18 contains 1526 members Mstep: Class 19 contains 7730 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5202 members Mstep: Class 22 contains 3435 members Mstep: Class 23 contains 388 members Mstep: Class 24 contains 1633 members Mstep: Class 25 contains 583 members Mstep: Class 26 contains 2342 members Mstep: Class 27 contains 3083 members Entering Unmasked Estep ConsiderDeletion Score: -1233211.875000 Penalty: 9811.545898 Iteration 44Q: 28 clusters Score -1233212 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 5601 members Mstep: Class 3 contains 938 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3185 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 2194 members Mstep: Class 9 contains 206 members Mstep: Class 10 contains 1069 members Mstep: Class 11 contains 531 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 4430 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 2804 members Mstep: Class 16 contains 2245 members Mstep: Class 17 contains 4395 members Mstep: Class 18 contains 1515 members Mstep: Class 19 contains 7726 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 5182 members Mstep: Class 22 contains 3435 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 1672 members Mstep: Class 25 contains 587 members Mstep: Class 26 contains 2325 members Mstep: Class 27 contains 3083 members Entering Unmasked Estep ConsiderDeletion Score: -1233276.875000 Penalty: 9811.545898 Iteration 45Q: 28 clusters Score -1233277 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 5597 members Mstep: Class 3 contains 948 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3182 members Mstep: Class 6 contains 712 members Mstep: Class 7 contains 908 members Mstep: Class 8 contains 2192 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 530 members Mstep: Class 12 contains 2650 members Mstep: Class 13 contains 4426 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 2804 members Mstep: Class 16 contains 2246 members Mstep: Class 17 contains 4384 members Mstep: Class 18 contains 1508 members Mstep: Class 19 contains 7720 members Mstep: Class 20 contains 570 members Mstep: Class 21 contains 5153 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 407 members Mstep: Class 24 contains 1707 members Mstep: Class 25 contains 587 members Mstep: Class 26 contains 2304 members Mstep: Class 27 contains 3086 members Entering Unmasked Estep ConsiderDeletion Score: -1233319.500000 Penalty: 9811.545898 Iteration 46Q: 28 clusters Score -1233320 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 5599 members Mstep: Class 3 contains 953 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3181 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 940 members Mstep: Class 8 contains 2188 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 1066 members Mstep: Class 11 contains 530 members Mstep: Class 12 contains 2658 members Mstep: Class 13 contains 4422 members Mstep: Class 14 contains 643 members Mstep: Class 15 contains 2804 members Mstep: Class 16 contains 2249 members Mstep: Class 17 contains 4378 members Mstep: Class 18 contains 1499 members Mstep: Class 19 contains 7714 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 5123 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 416 members Mstep: Class 24 contains 1739 members Mstep: Class 25 contains 590 members Mstep: Class 26 contains 2280 members Mstep: Class 27 contains 3086 members Entering Unmasked Estep ConsiderDeletion Score: -1233356.625000 Penalty: 9811.545898 Iteration 47Q: 28 clusters Score -1233357 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 5595 members Mstep: Class 3 contains 963 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3180 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 969 members Mstep: Class 8 contains 2187 members Mstep: Class 9 contains 198 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 530 members Mstep: Class 12 contains 2662 members Mstep: Class 13 contains 4421 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 2805 members Mstep: Class 16 contains 2251 members Mstep: Class 17 contains 4375 members Mstep: Class 18 contains 1485 members Mstep: Class 19 contains 7710 members Mstep: Class 20 contains 570 members Mstep: Class 21 contains 5100 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 427 members Mstep: Class 24 contains 1769 members Mstep: Class 25 contains 597 members Mstep: Class 26 contains 2253 members Mstep: Class 27 contains 3090 members Entering Unmasked Estep ConsiderDeletion Score: -1233388.625000 Penalty: 9811.545898 Iteration 48Q: 28 clusters Score -1233389 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 5585 members Mstep: Class 3 contains 979 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3179 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 989 members Mstep: Class 8 contains 2186 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 1059 members Mstep: Class 11 contains 530 members Mstep: Class 12 contains 2669 members Mstep: Class 13 contains 4418 members Mstep: Class 14 contains 632 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2254 members Mstep: Class 17 contains 4371 members Mstep: Class 18 contains 1473 members Mstep: Class 19 contains 7704 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 5084 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 444 members Mstep: Class 24 contains 1797 members Mstep: Class 25 contains 602 members Mstep: Class 26 contains 2231 members Mstep: Class 27 contains 3093 members Entering Unmasked Estep ConsiderDeletion Score: -1233435.625000 Penalty: 9811.545898 Iteration 49Q: 28 clusters Score -1233436 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 5578 members Mstep: Class 3 contains 989 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3177 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1003 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1053 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 2672 members Mstep: Class 13 contains 4416 members Mstep: Class 14 contains 632 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2256 members Mstep: Class 17 contains 4368 members Mstep: Class 18 contains 1466 members Mstep: Class 19 contains 7701 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 5071 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 460 members Mstep: Class 24 contains 1821 members Mstep: Class 25 contains 602 members Mstep: Class 26 contains 2213 members Mstep: Class 27 contains 3096 members Entering Unmasked Estep ConsiderDeletion Score: -1233464.250000 Penalty: 9811.545898 Iteration 50Q: 28 clusters Score -1233464 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 5571 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3177 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1018 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 181 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 2676 members Mstep: Class 13 contains 4412 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2258 members Mstep: Class 17 contains 4355 members Mstep: Class 18 contains 1461 members Mstep: Class 19 contains 7697 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 5058 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 468 members Mstep: Class 24 contains 1849 members Mstep: Class 25 contains 599 members Mstep: Class 26 contains 2198 members Mstep: Class 27 contains 3096 members Entering Unmasked Estep ConsiderDeletion Score: -1233480.625000 Penalty: 9811.545898 Iteration 51Q: 28 clusters Score -1233481 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5567 members Mstep: Class 3 contains 1008 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3174 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1033 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 180 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 2680 members Mstep: Class 13 contains 4407 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2260 members Mstep: Class 17 contains 4352 members Mstep: Class 18 contains 1457 members Mstep: Class 19 contains 7693 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 5049 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 475 members Mstep: Class 24 contains 1869 members Mstep: Class 25 contains 598 members Mstep: Class 26 contains 2177 members Mstep: Class 27 contains 3097 members Entering Unmasked Estep ConsiderDeletion Score: -1233493.500000 Penalty: 9811.545898 Iteration 52Q: 28 clusters Score -1233494 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 5562 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3172 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 179 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 2683 members Mstep: Class 13 contains 4398 members Mstep: Class 14 contains 635 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4362 members Mstep: Class 18 contains 1454 members Mstep: Class 19 contains 7690 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 5042 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 484 members Mstep: Class 24 contains 1883 members Mstep: Class 25 contains 600 members Mstep: Class 26 contains 2150 members Mstep: Class 27 contains 3099 members Entering Unmasked Estep ConsiderDeletion Score: -1233505.125000 Penalty: 9811.545898 Iteration 53Q: 28 clusters Score -1233505 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5558 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1050 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 178 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4394 members Mstep: Class 14 contains 635 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4364 members Mstep: Class 18 contains 1452 members Mstep: Class 19 contains 7687 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 5038 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 487 members Mstep: Class 24 contains 1902 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 2127 members Mstep: Class 27 contains 3101 members Entering Unmasked Estep ConsiderDeletion Score: -1233518.500000 Penalty: 9811.545898 Iteration 54Q: 28 clusters Score -1233518 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1022 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1062 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 177 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4389 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4366 members Mstep: Class 18 contains 1450 members Mstep: Class 19 contains 7688 members Mstep: Class 20 contains 566 members Mstep: Class 21 contains 5028 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 488 members Mstep: Class 24 contains 1923 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 2104 members Mstep: Class 27 contains 3102 members Entering Unmasked Estep ConsiderDeletion Score: -1233527.875000 Penalty: 9811.545898 Iteration 55Q: 28 clusters Score -1233528 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1071 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 179 members Mstep: Class 10 contains 1053 members Mstep: Class 11 contains 528 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4385 members Mstep: Class 14 contains 634 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4370 members Mstep: Class 18 contains 1445 members Mstep: Class 19 contains 7688 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 5019 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 489 members Mstep: Class 24 contains 1936 members Mstep: Class 25 contains 605 members Mstep: Class 26 contains 2088 members Mstep: Class 27 contains 3104 members Entering Unmasked Estep ConsiderDeletion Score: -1233541.625000 Penalty: 9811.545898 Iteration 56Q: 28 clusters Score -1233542 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1075 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 181 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 530 members Mstep: Class 12 contains 2687 members Mstep: Class 13 contains 4383 members Mstep: Class 14 contains 635 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4382 members Mstep: Class 18 contains 1444 members Mstep: Class 19 contains 7687 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 5010 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1940 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2073 members Mstep: Class 27 contains 3105 members Entering Unmasked Estep ConsiderDeletion Score: -1233544.750000 Penalty: 9811.545898 Iteration 57Q: 28 clusters Score -1233545 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1081 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 532 members Mstep: Class 12 contains 2690 members Mstep: Class 13 contains 4375 members Mstep: Class 14 contains 636 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4386 members Mstep: Class 18 contains 1443 members Mstep: Class 19 contains 7684 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 5005 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1949 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2060 members Mstep: Class 27 contains 3103 members Entering Unmasked Estep ConsiderDeletion Score: -1233554.750000 Penalty: 9811.545898 Iteration 58Q: 28 clusters Score -1233555 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1087 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1055 members Mstep: Class 11 contains 533 members Mstep: Class 12 contains 2692 members Mstep: Class 13 contains 4370 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4389 members Mstep: Class 18 contains 1443 members Mstep: Class 19 contains 7684 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4999 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 499 members Mstep: Class 24 contains 1956 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2048 members Mstep: Class 27 contains 3103 members Entering Unmasked Estep ConsiderDeletion Score: -1233557.125000 Penalty: 9811.545898 Iteration 59Q: 28 clusters Score -1233557 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1094 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 535 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4369 members Mstep: Class 14 contains 637 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4392 members Mstep: Class 18 contains 1443 members Mstep: Class 19 contains 7681 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4993 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 500 members Mstep: Class 24 contains 1961 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2038 members Mstep: Class 27 contains 3104 members Entering Unmasked Estep ConsiderDeletion Score: -1233572.875000 Penalty: 9811.545898 Iteration 60F: 28 clusters Score -1233573 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5554 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3172 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1111 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 535 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4367 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4389 members Mstep: Class 18 contains 1441 members Mstep: Class 19 contains 7681 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4984 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 501 members Mstep: Class 24 contains 1969 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2034 members Mstep: Class 27 contains 3103 members Entering Unmasked Estep ConsiderDeletion Score: -1233582.125000 Penalty: 9811.545898 Iteration 61Q: 28 clusters Score -1233582 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5555 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3172 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1123 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 535 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4365 members Mstep: Class 14 contains 628 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2261 members Mstep: Class 17 contains 4388 members Mstep: Class 18 contains 1439 members Mstep: Class 19 contains 7681 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4978 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 504 members Mstep: Class 24 contains 1975 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2030 members Mstep: Class 27 contains 3104 members Entering Unmasked Estep ConsiderDeletion Score: -1233585.375000 Penalty: 9811.545898 Iteration 62Q: 28 clusters Score -1233585 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5555 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1133 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 535 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4365 members Mstep: Class 14 contains 631 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2262 members Mstep: Class 17 contains 4387 members Mstep: Class 18 contains 1435 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 566 members Mstep: Class 21 contains 4968 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 508 members Mstep: Class 24 contains 1980 members Mstep: Class 25 contains 606 members Mstep: Class 26 contains 2025 members Mstep: Class 27 contains 3104 members Entering Unmasked Estep ConsiderDeletion Score: -1233590.375000 Penalty: 9811.545898 Iteration 63Q: 28 clusters Score -1233590 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5553 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1145 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 1041 members Mstep: Class 11 contains 534 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 632 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 4392 members Mstep: Class 18 contains 1434 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4958 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1982 members Mstep: Class 25 contains 607 members Mstep: Class 26 contains 2016 members Mstep: Class 27 contains 3101 members Entering Unmasked Estep ConsiderDeletion Score: -1233589.250000 Penalty: 9811.545898 Iteration 64Q: 28 clusters Score -1233589 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5553 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1155 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 1041 members Mstep: Class 11 contains 534 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 4394 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4952 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1984 members Mstep: Class 25 contains 610 members Mstep: Class 26 contains 2011 members Mstep: Class 27 contains 3099 members Entering Unmasked Estep ConsiderDeletion Score: -1233593.500000 Penalty: 9811.545898 Iteration 65Q: 28 clusters Score -1233594 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5553 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1164 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1040 members Mstep: Class 11 contains 537 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4362 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 4397 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 7681 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4943 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1984 members Mstep: Class 25 contains 611 members Mstep: Class 26 contains 2008 members Mstep: Class 27 contains 3096 members Entering Unmasked Estep ConsiderDeletion Score: -1233596.125000 Penalty: 9811.545898 Iteration 66Q: 28 clusters Score -1233596 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5552 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3171 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1169 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1037 members Mstep: Class 11 contains 538 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 633 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 4399 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4940 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1983 members Mstep: Class 25 contains 611 members Mstep: Class 26 contains 2006 members Mstep: Class 27 contains 3095 members Entering Unmasked Estep ConsiderDeletion Score: -1233596.000000 Penalty: 9811.545898 Iteration 67Q: 28 clusters Score -1233596 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5551 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3170 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1177 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1035 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 630 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 4399 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4934 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 511 members Mstep: Class 24 contains 1984 members Mstep: Class 25 contains 612 members Mstep: Class 26 contains 2005 members Mstep: Class 27 contains 3093 members Entering Unmasked Estep ConsiderDeletion Score: -1233599.625000 Penalty: 9811.545898 Iteration 68Q: 28 clusters Score -1233600 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5550 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3170 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1184 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 628 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4401 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 570 members Mstep: Class 21 contains 4932 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 511 members Mstep: Class 24 contains 1985 members Mstep: Class 25 contains 613 members Mstep: Class 26 contains 2002 members Mstep: Class 27 contains 3090 members Entering Unmasked Estep ConsiderDeletion Score: -1233601.875000 Penalty: 9811.545898 Iteration 69Q: 28 clusters Score -1233602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5549 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3170 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1188 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 624 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4404 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 7681 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 4930 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 1986 members Mstep: Class 25 contains 615 members Mstep: Class 26 contains 1998 members Mstep: Class 27 contains 3091 members Entering Unmasked Estep ConsiderDeletion Score: -1233605.125000 Penalty: 9811.545898 Iteration 70Q: 28 clusters Score -1233605 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5549 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3170 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1198 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 620 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4407 members Mstep: Class 18 contains 1424 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 4927 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 514 members Mstep: Class 24 contains 1988 members Mstep: Class 25 contains 617 members Mstep: Class 26 contains 1993 members Mstep: Class 27 contains 3091 members Entering Unmasked Estep ConsiderDeletion Score: -1233609.375000 Penalty: 9811.545898 Iteration 71Q: 28 clusters Score -1233609 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5549 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3170 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1209 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4410 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 4920 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 516 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 620 members Mstep: Class 26 contains 1989 members Mstep: Class 27 contains 3088 members Entering Unmasked Estep ConsiderDeletion Score: -1233613.625000 Penalty: 9811.545898 Iteration 72Q: 28 clusters Score -1233614 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5548 members Mstep: Class 3 contains 1023 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3169 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1217 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 542 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 616 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4412 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4916 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 518 members Mstep: Class 24 contains 1989 members Mstep: Class 25 contains 623 members Mstep: Class 26 contains 1986 members Mstep: Class 27 contains 3088 members Entering Unmasked Estep ConsiderDeletion Score: -1233615.375000 Penalty: 9811.545898 Iteration 73Q: 28 clusters Score -1233615 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3167 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 541 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4365 members Mstep: Class 14 contains 615 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4415 members Mstep: Class 18 contains 1411 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 3436 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 1990 members Mstep: Class 25 contains 626 members Mstep: Class 26 contains 1982 members Mstep: Class 27 contains 3089 members Entering Unmasked Estep ConsiderDeletion Score: -1233620.250000 Penalty: 9811.545898 Iteration 74Q: 28 clusters Score -1233620 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5545 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3167 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1228 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4366 members Mstep: Class 14 contains 608 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4417 members Mstep: Class 18 contains 1409 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4909 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 523 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 630 members Mstep: Class 26 contains 1978 members Mstep: Class 27 contains 3087 members Entering Unmasked Estep ConsiderDeletion Score: -1233620.000000 Penalty: 9811.545898 Iteration 75Q: 28 clusters Score -1233620 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 5545 members Mstep: Class 3 contains 1026 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3167 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 183 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4365 members Mstep: Class 14 contains 599 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 7684 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4907 members Mstep: Class 22 contains 3437 members Mstep: Class 23 contains 525 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 635 members Mstep: Class 26 contains 1974 members Mstep: Class 27 contains 3087 members Entering Unmasked Estep ConsiderDeletion Score: -1233623.000000 Penalty: 9811.545898 Iteration 76Q: 28 clusters Score -1233623 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5546 members Mstep: Class 3 contains 1029 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3166 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4363 members Mstep: Class 14 contains 591 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4425 members Mstep: Class 18 contains 1406 members Mstep: Class 19 contains 7684 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4904 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 526 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 643 members Mstep: Class 26 contains 1969 members Mstep: Class 27 contains 3086 members Entering Unmasked Estep ConsiderDeletion Score: -1233630.125000 Penalty: 9811.545898 Iteration 77Q: 28 clusters Score -1233630 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5545 members Mstep: Class 3 contains 1029 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 589 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4429 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4903 members Mstep: Class 22 contains 3439 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1992 members Mstep: Class 25 contains 646 members Mstep: Class 26 contains 1966 members Mstep: Class 27 contains 3086 members Entering Unmasked Estep ConsiderDeletion Score: -1233635.375000 Penalty: 9811.545898 Iteration 78Q: 28 clusters Score -1233635 nChanged 20 Entering ConstructFrom: Score: -1233635.375000 Penalty: 9811.545898 Entering ConstructFrom: Trying to split cluster 1 (1275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Entering Unmasked Estep Score: -27853.724609 Penalty: 235.973145 Iteration 0F: 2 clusters Score -27853.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -26947.832031 Penalty: 471.946289 Iteration 0F: 3 clusters Score -26947.83 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -27261.988281 Penalty: 471.946289 Iteration 1F: 3 clusters Score -27261.99 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -27483.791016 Penalty: 471.946289 Iteration 2F: 3 clusters Score -27483.79 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -27631.015625 Penalty: 471.946289 Iteration 3F: 3 clusters Score -27631.02 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -27728.410156 Penalty: 471.946289 Iteration 4F: 3 clusters Score -27728.41 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -27789.300781 Penalty: 471.946289 Iteration 5Q: 3 clusters Score -27789.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -27830.119141 Penalty: 471.946289 Iteration 6Q: 3 clusters Score -27830.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -27850.990234 Penalty: 471.946289 Iteration 7Q: 3 clusters Score -27850.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -27857.740234 Penalty: 471.946289 Iteration 8Q: 3 clusters Score -27857.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -27861.310547 Penalty: 471.946289 Iteration 9Q: 3 clusters Score -27861.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -27864.531250 Penalty: 471.946289 Iteration 10Q: 3 clusters Score -27864.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -27867.189453 Penalty: 471.946289 Iteration 11Q: 3 clusters Score -27867.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -27868.458984 Penalty: 471.946289 Iteration 12Q: 3 clusters Score -27868.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -27869.009766 Penalty: 471.946289 Iteration 13Q: 3 clusters Score -27869.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -27869.009766 Penalty: 471.946289 Iteration 14F: 3 clusters Score -27869.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4434 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1011 members Entering Unmasked Estep Score: -1233523.625000 Penalty: 10174.936523 Splitting cluster 1 changes total score from -1233635.375000 to -1233523.625000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (5543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Entering Unmasked Estep Score: -135579.468750 Penalty: 284.469604 Iteration 0F: 2 clusters Score -135579.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -131880.625000 Penalty: 568.939209 Iteration 0F: 3 clusters Score -131880.6 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -133364.890625 Penalty: 568.939209 Iteration 1F: 3 clusters Score -133364.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -133459.140625 Penalty: 568.939209 Iteration 2Q: 3 clusters Score -133459.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -133553.234375 Penalty: 568.939209 Iteration 3Q: 3 clusters Score -133553.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -133659.421875 Penalty: 568.939209 Iteration 4Q: 3 clusters Score -133659.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -133797.187500 Penalty: 568.939209 Iteration 5Q: 3 clusters Score -133797.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -133958.312500 Penalty: 568.939209 Iteration 6Q: 3 clusters Score -133958.3 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -134180.343750 Penalty: 568.939209 Iteration 7F: 3 clusters Score -134180.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -134417.765625 Penalty: 568.939209 Iteration 8F: 3 clusters Score -134417.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -134662.937500 Penalty: 568.939209 Iteration 9F: 3 clusters Score -134662.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -134885.937500 Penalty: 568.939209 Iteration 10F: 3 clusters Score -134885.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -135058.937500 Penalty: 568.939209 Iteration 11Q: 3 clusters Score -135058.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -135175.625000 Penalty: 568.939209 Iteration 12Q: 3 clusters Score -135175.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -135240.906250 Penalty: 568.939209 Iteration 13Q: 3 clusters Score -135240.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -135273.484375 Penalty: 568.939209 Iteration 14Q: 3 clusters Score -135273.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -135288.953125 Penalty: 568.939209 Iteration 15Q: 3 clusters Score -135289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -135305.687500 Penalty: 568.939209 Iteration 16Q: 3 clusters Score -135305.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -135315.984375 Penalty: 568.939209 Iteration 17Q: 3 clusters Score -135316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -135324.828125 Penalty: 568.939209 Iteration 18Q: 3 clusters Score -135324.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -135330.328125 Penalty: 568.939209 Iteration 19Q: 3 clusters Score -135330.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -135333.843750 Penalty: 568.939209 Iteration 20F: 3 clusters Score -135333.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -135335.984375 Penalty: 568.939209 Iteration 21Q: 3 clusters Score -135336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -135336.906250 Penalty: 568.939209 Iteration 22Q: 3 clusters Score -135336.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -135338.281250 Penalty: 568.939209 Iteration 23Q: 3 clusters Score -135338.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -135338.281250 Penalty: 568.939209 Iteration 24F: 3 clusters Score -135338.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -24671.923828 Penalty: 228.931366 Iteration 0F: 2 clusters Score -24671.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -23893.701172 Penalty: 457.862732 Iteration 0F: 3 clusters Score -23893.7 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -24156.511719 Penalty: 457.862732 Iteration 1F: 3 clusters Score -24156.51 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -24201.148438 Penalty: 457.862732 Iteration 2F: 3 clusters Score -24201.15 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -24233.511719 Penalty: 457.862732 Iteration 3Q: 3 clusters Score -24233.51 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -24260.429688 Penalty: 457.862732 Iteration 4Q: 3 clusters Score -24260.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24277.859375 Penalty: 457.862732 Iteration 5Q: 3 clusters Score -24277.86 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -24299.753906 Penalty: 457.862732 Iteration 6Q: 3 clusters Score -24299.75 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -24323.072266 Penalty: 457.862732 Iteration 7Q: 3 clusters Score -24323.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -24344.275391 Penalty: 457.862732 Iteration 8Q: 3 clusters Score -24344.28 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24369.876953 Penalty: 457.862732 Iteration 9Q: 3 clusters Score -24369.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -24384.808594 Penalty: 457.862732 Iteration 10Q: 3 clusters Score -24384.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -24393.251953 Penalty: 457.862732 Iteration 11Q: 3 clusters Score -24393.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -24401.410156 Penalty: 457.862732 Iteration 12Q: 3 clusters Score -24401.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -24407.552734 Penalty: 457.862732 Iteration 13Q: 3 clusters Score -24407.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24413.640625 Penalty: 457.862732 Iteration 14Q: 3 clusters Score -24413.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -24418.957031 Penalty: 457.862732 Iteration 15Q: 3 clusters Score -24418.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -24421.441406 Penalty: 457.862732 Iteration 16Q: 3 clusters Score -24421.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -24422.082031 Penalty: 457.862732 Iteration 17Q: 3 clusters Score -24422.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -24422.714844 Penalty: 457.862732 Iteration 18Q: 3 clusters Score -24422.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -24423.091797 Penalty: 457.862732 Iteration 19Q: 3 clusters Score -24423.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -24423.322266 Penalty: 457.862732 Iteration 20F: 3 clusters Score -24423.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24424.105469 Penalty: 457.862732 Iteration 21Q: 3 clusters Score -24424.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24424.876953 Penalty: 457.862732 Iteration 22Q: 3 clusters Score -24424.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24425.175781 Penalty: 457.862732 Iteration 23Q: 3 clusters Score -24425.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -24425.175781 Penalty: 457.862732 Iteration 24F: 3 clusters Score -24425.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -7325.791992 Penalty: 188.878311 Iteration 0F: 2 clusters Score -7325.792 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -7021.610840 Penalty: 377.756622 Iteration 0F: 3 clusters Score -7021.611 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7092.165039 Penalty: 377.756622 Iteration 1F: 3 clusters Score -7092.165 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7108.724121 Penalty: 377.756622 Iteration 2F: 3 clusters Score -7108.724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -7120.539062 Penalty: 377.756622 Iteration 3F: 3 clusters Score -7120.539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7128.001953 Penalty: 377.756622 Iteration 4Q: 3 clusters Score -7128.002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7130.148438 Penalty: 377.756622 Iteration 5Q: 3 clusters Score -7130.148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7133.226074 Penalty: 377.756622 Iteration 6Q: 3 clusters Score -7133.226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7134.754883 Penalty: 377.756622 Iteration 7Q: 3 clusters Score -7134.755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7134.754883 Penalty: 377.756622 Iteration 8F: 3 clusters Score -7134.755 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Entering Unmasked Estep Score: -74701.109375 Penalty: 265.976959 Iteration 0F: 2 clusters Score -74701.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -72563.179688 Penalty: 531.953918 Iteration 0F: 3 clusters Score -72563.18 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -73348.484375 Penalty: 531.953918 Iteration 1F: 3 clusters Score -73348.48 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -73466.554688 Penalty: 531.953918 Iteration 2F: 3 clusters Score -73466.55 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -73570.187500 Penalty: 531.953918 Iteration 3F: 3 clusters Score -73570.19 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -73719.242188 Penalty: 531.953918 Iteration 4F: 3 clusters Score -73719.24 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -73882.460938 Penalty: 531.953918 Iteration 5F: 3 clusters Score -73882.46 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -74010.218750 Penalty: 531.953918 Iteration 6F: 3 clusters Score -74010.22 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -74119.312500 Penalty: 531.953918 Iteration 7Q: 3 clusters Score -74119.31 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -74194.195312 Penalty: 531.953918 Iteration 8Q: 3 clusters Score -74194.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -74247.851562 Penalty: 531.953918 Iteration 9Q: 3 clusters Score -74247.85 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -74290.664062 Penalty: 531.953918 Iteration 10Q: 3 clusters Score -74290.66 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -74327.859375 Penalty: 531.953918 Iteration 11Q: 3 clusters Score -74327.86 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -74355.171875 Penalty: 531.953918 Iteration 12Q: 3 clusters Score -74355.17 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -74371.687500 Penalty: 531.953918 Iteration 13Q: 3 clusters Score -74371.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -74385.906250 Penalty: 531.953918 Iteration 14Q: 3 clusters Score -74385.91 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -74398.304688 Penalty: 531.953918 Iteration 15Q: 3 clusters Score -74398.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -74409.046875 Penalty: 531.953918 Iteration 16Q: 3 clusters Score -74409.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -74421.414062 Penalty: 531.953918 Iteration 17Q: 3 clusters Score -74421.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -74443.765625 Penalty: 531.953918 Iteration 18Q: 3 clusters Score -74443.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -74455.578125 Penalty: 531.953918 Iteration 19Q: 3 clusters Score -74455.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -74461.851562 Penalty: 531.953918 Iteration 20F: 3 clusters Score -74461.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -74473.218750 Penalty: 531.953918 Iteration 21Q: 3 clusters Score -74473.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -74477.828125 Penalty: 531.953918 Iteration 22Q: 3 clusters Score -74477.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -74483.953125 Penalty: 531.953918 Iteration 23Q: 3 clusters Score -74483.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -74488.109375 Penalty: 531.953918 Iteration 24Q: 3 clusters Score -74488.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -74490.179688 Penalty: 531.953918 Iteration 25Q: 3 clusters Score -74490.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -74491.187500 Penalty: 531.953918 Iteration 26Q: 3 clusters Score -74491.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -74492.515625 Penalty: 531.953918 Iteration 27Q: 3 clusters Score -74492.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -74493.554688 Penalty: 531.953918 Iteration 28Q: 3 clusters Score -74493.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -74494.046875 Penalty: 531.953918 Iteration 29Q: 3 clusters Score -74494.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -74494.125000 Penalty: 531.953918 Iteration 30Q: 3 clusters Score -74494.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -74494.125000 Penalty: 531.953918 Iteration 31F: 3 clusters Score -74494.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Entering Unmasked Estep Score: -16553.308594 Penalty: 216.467300 Iteration 0F: 2 clusters Score -16553.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -15992.205078 Penalty: 432.934601 Iteration 0F: 3 clusters Score -15992.21 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -16162.388672 Penalty: 432.934601 Iteration 1F: 3 clusters Score -16162.39 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -16191.686523 Penalty: 432.934601 Iteration 2F: 3 clusters Score -16191.69 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -16207.718750 Penalty: 432.934601 Iteration 3Q: 3 clusters Score -16207.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -16216.989258 Penalty: 432.934601 Iteration 4Q: 3 clusters Score -16216.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -16224.373047 Penalty: 432.934601 Iteration 5Q: 3 clusters Score -16224.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -16234.194336 Penalty: 432.934601 Iteration 6Q: 3 clusters Score -16234.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -16241.250977 Penalty: 432.934601 Iteration 7Q: 3 clusters Score -16241.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -16251.289062 Penalty: 432.934601 Iteration 8Q: 3 clusters Score -16251.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -16266.862305 Penalty: 432.934601 Iteration 9Q: 3 clusters Score -16266.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -16287.744141 Penalty: 432.934601 Iteration 10Q: 3 clusters Score -16287.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -16304.398438 Penalty: 432.934601 Iteration 11Q: 3 clusters Score -16304.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -16317.169922 Penalty: 432.934601 Iteration 12Q: 3 clusters Score -16317.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -16324.761719 Penalty: 432.934601 Iteration 13Q: 3 clusters Score -16324.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -16332.663086 Penalty: 432.934601 Iteration 14Q: 3 clusters Score -16332.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -16339.861328 Penalty: 432.934601 Iteration 15Q: 3 clusters Score -16339.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -16345.026367 Penalty: 432.934601 Iteration 16Q: 3 clusters Score -16345.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -16348.526367 Penalty: 432.934601 Iteration 17Q: 3 clusters Score -16348.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -16349.008789 Penalty: 432.934601 Iteration 18Q: 3 clusters Score -16349.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -16350.164062 Penalty: 432.934601 Iteration 19Q: 3 clusters Score -16350.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -16351.674805 Penalty: 432.934601 Iteration 20F: 3 clusters Score -16351.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -16352.278320 Penalty: 432.934601 Iteration 21Q: 3 clusters Score -16352.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -16352.278320 Penalty: 432.934601 Iteration 22F: 3 clusters Score -16352.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Entering Unmasked Estep Score: -26954.564453 Penalty: 235.081207 Iteration 0F: 2 clusters Score -26954.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -26037.238281 Penalty: 470.162415 Iteration 0F: 3 clusters Score -26037.24 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -26352.144531 Penalty: 470.162415 Iteration 1F: 3 clusters Score -26352.14 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -26410.433594 Penalty: 470.162415 Iteration 2F: 3 clusters Score -26410.43 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -26489.771484 Penalty: 470.162415 Iteration 3F: 3 clusters Score -26489.77 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -26568.822266 Penalty: 470.162415 Iteration 4F: 3 clusters Score -26568.82 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -26621.130859 Penalty: 470.162415 Iteration 5F: 3 clusters Score -26621.13 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -26662.134766 Penalty: 470.162415 Iteration 6Q: 3 clusters Score -26662.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -26696.291016 Penalty: 470.162415 Iteration 7Q: 3 clusters Score -26696.29 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -26747.121094 Penalty: 470.162415 Iteration 8Q: 3 clusters Score -26747.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -26795.197266 Penalty: 470.162415 Iteration 9Q: 3 clusters Score -26795.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -26847.558594 Penalty: 470.162415 Iteration 10Q: 3 clusters Score -26847.56 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -26886.369141 Penalty: 470.162415 Iteration 11Q: 3 clusters Score -26886.37 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -26905.054688 Penalty: 470.162415 Iteration 12Q: 3 clusters Score -26905.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -26924.451172 Penalty: 470.162415 Iteration 13Q: 3 clusters Score -26924.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -26937.509766 Penalty: 470.162415 Iteration 14Q: 3 clusters Score -26937.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -26946.921875 Penalty: 470.162415 Iteration 15Q: 3 clusters Score -26946.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26949.984375 Penalty: 470.162415 Iteration 16Q: 3 clusters Score -26949.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -26951.625000 Penalty: 470.162415 Iteration 17Q: 3 clusters Score -26951.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26953.609375 Penalty: 470.162415 Iteration 18Q: 3 clusters Score -26953.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26953.609375 Penalty: 470.162415 Iteration 19F: 3 clusters Score -26953.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Entering Unmasked Estep Score: -51521.593750 Penalty: 253.749252 Iteration 0F: 2 clusters Score -51521.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -50048.710938 Penalty: 507.498505 Iteration 0F: 3 clusters Score -50048.71 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -50670.453125 Penalty: 507.498505 Iteration 1F: 3 clusters Score -50670.45 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -50783.179688 Penalty: 507.498505 Iteration 2F: 3 clusters Score -50783.18 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -50882.488281 Penalty: 507.498505 Iteration 3F: 3 clusters Score -50882.49 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -50967.496094 Penalty: 507.498505 Iteration 4F: 3 clusters Score -50967.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -51058.746094 Penalty: 507.498505 Iteration 5F: 3 clusters Score -51058.75 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -51171.355469 Penalty: 507.498505 Iteration 6F: 3 clusters Score -51171.36 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -51279.878906 Penalty: 507.498505 Iteration 7F: 3 clusters Score -51279.88 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -51357.031250 Penalty: 507.498505 Iteration 8F: 3 clusters Score -51357.03 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -51417.417969 Penalty: 507.498505 Iteration 9Q: 3 clusters Score -51417.42 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -51470.507812 Penalty: 507.498505 Iteration 10Q: 3 clusters Score -51470.51 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -51499.191406 Penalty: 507.498505 Iteration 11Q: 3 clusters Score -51499.19 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -51521.300781 Penalty: 507.498505 Iteration 12Q: 3 clusters Score -51521.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -51538.503906 Penalty: 507.498505 Iteration 13Q: 3 clusters Score -51538.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -51547.277344 Penalty: 507.498505 Iteration 14Q: 3 clusters Score -51547.28 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -51551.234375 Penalty: 507.498505 Iteration 15Q: 3 clusters Score -51551.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -51552.960938 Penalty: 507.498505 Iteration 16Q: 3 clusters Score -51552.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -51555.710938 Penalty: 507.498505 Iteration 17Q: 3 clusters Score -51555.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -51556.667969 Penalty: 507.498505 Iteration 18Q: 3 clusters Score -51556.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -51557.261719 Penalty: 507.498505 Iteration 19Q: 3 clusters Score -51557.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -51558.199219 Penalty: 507.498505 Iteration 20F: 3 clusters Score -51558.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -51558.828125 Penalty: 507.498505 Iteration 21Q: 3 clusters Score -51558.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -51559.187500 Penalty: 507.498505 Iteration 22Q: 3 clusters Score -51559.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -51559.437500 Penalty: 507.498505 Iteration 23Q: 3 clusters Score -51559.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -51559.742188 Penalty: 507.498505 Iteration 24Q: 3 clusters Score -51559.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -51560.277344 Penalty: 507.498505 Iteration 25Q: 3 clusters Score -51560.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -51560.742188 Penalty: 507.498505 Iteration 26Q: 3 clusters Score -51560.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -51560.828125 Penalty: 507.498505 Iteration 27Q: 3 clusters Score -51560.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -51560.828125 Penalty: 507.498505 Iteration 28F: 3 clusters Score -51560.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 916 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4434 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1269 members Entering Unmasked Estep Score: -1233561.875000 Penalty: 10174.936523 Splitting cluster 8 changes total score from -1233635.375000 to -1233561.875000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -3121.467285 Penalty: 171.732224 Iteration 0F: 2 clusters Score -3121.467 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -2900.279541 Penalty: 343.464447 Iteration 0F: 3 clusters Score -2900.28 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -2952.848389 Penalty: 343.464447 Iteration 1F: 3 clusters Score -2952.848 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -2966.312988 Penalty: 343.464447 Iteration 2F: 3 clusters Score -2966.313 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -2973.545898 Penalty: 343.464447 Iteration 3Q: 3 clusters Score -2973.546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -2974.143311 Penalty: 343.464447 Iteration 4Q: 3 clusters Score -2974.143 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -2974.143311 Penalty: 343.464447 Iteration 5F: 3 clusters Score -2974.143 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Entering Unmasked Estep Score: -20962.865234 Penalty: 229.027328 Iteration 0F: 2 clusters Score -20962.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -20196.589844 Penalty: 458.054657 Iteration 0F: 3 clusters Score -20196.59 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -20473.447266 Penalty: 458.054657 Iteration 1F: 3 clusters Score -20473.45 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -20522.187500 Penalty: 458.054657 Iteration 2F: 3 clusters Score -20522.19 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -20565.914062 Penalty: 458.054657 Iteration 3F: 3 clusters Score -20565.91 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -20595.046875 Penalty: 458.054657 Iteration 4Q: 3 clusters Score -20595.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -20635.523438 Penalty: 458.054657 Iteration 5Q: 3 clusters Score -20635.52 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -20663.076172 Penalty: 458.054657 Iteration 6Q: 3 clusters Score -20663.08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -20689.109375 Penalty: 458.054657 Iteration 7Q: 3 clusters Score -20689.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -20708.861328 Penalty: 458.054657 Iteration 8Q: 3 clusters Score -20708.86 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -20723.664062 Penalty: 458.054657 Iteration 9Q: 3 clusters Score -20723.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -20732.904297 Penalty: 458.054657 Iteration 10Q: 3 clusters Score -20732.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20741.437500 Penalty: 458.054657 Iteration 11Q: 3 clusters Score -20741.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20746.486328 Penalty: 458.054657 Iteration 12Q: 3 clusters Score -20746.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -20750.029297 Penalty: 458.054657 Iteration 13Q: 3 clusters Score -20750.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -20753.421875 Penalty: 458.054657 Iteration 14Q: 3 clusters Score -20753.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20755.740234 Penalty: 458.054657 Iteration 15Q: 3 clusters Score -20755.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -20758.402344 Penalty: 458.054657 Iteration 16Q: 3 clusters Score -20758.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -20760.435547 Penalty: 458.054657 Iteration 17Q: 3 clusters Score -20760.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -20761.470703 Penalty: 458.054657 Iteration 18Q: 3 clusters Score -20761.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -20762.720703 Penalty: 458.054657 Iteration 19Q: 3 clusters Score -20762.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -20764.324219 Penalty: 458.054657 Iteration 20F: 3 clusters Score -20764.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -20766.427734 Penalty: 458.054657 Iteration 21Q: 3 clusters Score -20766.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -20769.984375 Penalty: 458.054657 Iteration 22Q: 3 clusters Score -20769.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -20777.636719 Penalty: 458.054657 Iteration 23Q: 3 clusters Score -20777.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -20783.109375 Penalty: 458.054657 Iteration 24Q: 3 clusters Score -20783.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20789.332031 Penalty: 458.054657 Iteration 25Q: 3 clusters Score -20789.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -20792.828125 Penalty: 458.054657 Iteration 26Q: 3 clusters Score -20792.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -20796.240234 Penalty: 458.054657 Iteration 27Q: 3 clusters Score -20796.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20802.691406 Penalty: 458.054657 Iteration 28Q: 3 clusters Score -20802.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -20810.701172 Penalty: 458.054657 Iteration 29Q: 3 clusters Score -20810.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -20818.640625 Penalty: 458.054657 Iteration 30Q: 3 clusters Score -20818.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -20821.921875 Penalty: 458.054657 Iteration 31Q: 3 clusters Score -20821.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -20830.253906 Penalty: 458.054657 Iteration 32Q: 3 clusters Score -20830.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -20837.468750 Penalty: 458.054657 Iteration 33Q: 3 clusters Score -20837.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -20842.761719 Penalty: 458.054657 Iteration 34Q: 3 clusters Score -20842.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -20851.443359 Penalty: 458.054657 Iteration 35Q: 3 clusters Score -20851.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -20862.265625 Penalty: 458.054657 Iteration 36Q: 3 clusters Score -20862.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -20871.173828 Penalty: 458.054657 Iteration 37Q: 3 clusters Score -20871.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -20878.507812 Penalty: 458.054657 Iteration 38Q: 3 clusters Score -20878.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -20882.015625 Penalty: 458.054657 Iteration 39Q: 3 clusters Score -20882.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -20882.626953 Penalty: 458.054657 Iteration 40F: 3 clusters Score -20882.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -20884.011719 Penalty: 458.054657 Iteration 41Q: 3 clusters Score -20884.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -20884.011719 Penalty: 458.054657 Iteration 42F: 3 clusters Score -20884.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Entering Unmasked Estep Score: -13287.432617 Penalty: 207.621780 Iteration 0F: 2 clusters Score -13287.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12828.083008 Penalty: 415.243561 Iteration 0F: 3 clusters Score -12828.08 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -12967.274414 Penalty: 415.243561 Iteration 1F: 3 clusters Score -12967.27 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -12990.005859 Penalty: 415.243561 Iteration 2F: 3 clusters Score -12990.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12999.646484 Penalty: 415.243561 Iteration 3Q: 3 clusters Score -12999.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13005.225586 Penalty: 415.243561 Iteration 4Q: 3 clusters Score -13005.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -13007.555664 Penalty: 415.243561 Iteration 5Q: 3 clusters Score -13007.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -13008.930664 Penalty: 415.243561 Iteration 6Q: 3 clusters Score -13008.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -13014.368164 Penalty: 415.243561 Iteration 7Q: 3 clusters Score -13014.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13017.728516 Penalty: 415.243561 Iteration 8Q: 3 clusters Score -13017.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -13020.890625 Penalty: 415.243561 Iteration 9Q: 3 clusters Score -13020.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -13022.554688 Penalty: 415.243561 Iteration 10Q: 3 clusters Score -13022.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -13023.904297 Penalty: 415.243561 Iteration 11Q: 3 clusters Score -13023.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13026.323242 Penalty: 415.243561 Iteration 12Q: 3 clusters Score -13026.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13028.667969 Penalty: 415.243561 Iteration 13Q: 3 clusters Score -13028.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13029.658203 Penalty: 415.243561 Iteration 14Q: 3 clusters Score -13029.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -13032.202148 Penalty: 415.243561 Iteration 15Q: 3 clusters Score -13032.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -13035.275391 Penalty: 415.243561 Iteration 16Q: 3 clusters Score -13035.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13037.954102 Penalty: 415.243561 Iteration 17Q: 3 clusters Score -13037.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13038.675781 Penalty: 415.243561 Iteration 18Q: 3 clusters Score -13038.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -13040.167969 Penalty: 415.243561 Iteration 19Q: 3 clusters Score -13040.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -13041.505859 Penalty: 415.243561 Iteration 20F: 3 clusters Score -13041.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13042.119141 Penalty: 415.243561 Iteration 21Q: 3 clusters Score -13042.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13042.536133 Penalty: 415.243561 Iteration 22Q: 3 clusters Score -13042.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13042.536133 Penalty: 415.243561 Iteration 23F: 3 clusters Score -13042.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Entering Unmasked Estep Score: -65356.621094 Penalty: 260.672058 Iteration 0F: 2 clusters Score -65356.62 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 1352 members Entering Unmasked Estep Score: -63557.519531 Penalty: 521.344116 Iteration 0F: 3 clusters Score -63557.52 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -64259.597656 Penalty: 521.344116 Iteration 1F: 3 clusters Score -64259.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -64345.585938 Penalty: 521.344116 Iteration 2F: 3 clusters Score -64345.59 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -64415.375000 Penalty: 521.344116 Iteration 3F: 3 clusters Score -64415.38 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -64470.753906 Penalty: 521.344116 Iteration 4Q: 3 clusters Score -64470.75 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -64536.703125 Penalty: 521.344116 Iteration 5Q: 3 clusters Score -64536.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -64613.296875 Penalty: 521.344116 Iteration 6Q: 3 clusters Score -64613.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -64698.839844 Penalty: 521.344116 Iteration 7Q: 3 clusters Score -64698.84 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -64769.214844 Penalty: 521.344116 Iteration 8Q: 3 clusters Score -64769.21 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -64823.929688 Penalty: 521.344116 Iteration 9Q: 3 clusters Score -64823.93 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -64884.191406 Penalty: 521.344116 Iteration 10Q: 3 clusters Score -64884.19 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -64953.468750 Penalty: 521.344116 Iteration 11Q: 3 clusters Score -64953.47 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -65010.371094 Penalty: 521.344116 Iteration 12Q: 3 clusters Score -65010.37 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -65054.800781 Penalty: 521.344116 Iteration 13Q: 3 clusters Score -65054.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -65082.250000 Penalty: 521.344116 Iteration 14Q: 3 clusters Score -65082.25 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -65099.011719 Penalty: 521.344116 Iteration 15Q: 3 clusters Score -65099.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -65111.082031 Penalty: 521.344116 Iteration 16Q: 3 clusters Score -65111.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -65122.632812 Penalty: 521.344116 Iteration 17Q: 3 clusters Score -65122.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -65135.382812 Penalty: 521.344116 Iteration 18Q: 3 clusters Score -65135.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -65147.640625 Penalty: 521.344116 Iteration 19Q: 3 clusters Score -65147.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -65156.183594 Penalty: 521.344116 Iteration 20F: 3 clusters Score -65156.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -65167.234375 Penalty: 521.344116 Iteration 21Q: 3 clusters Score -65167.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -65179.500000 Penalty: 521.344116 Iteration 22Q: 3 clusters Score -65179.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -65190.562500 Penalty: 521.344116 Iteration 23Q: 3 clusters Score -65190.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -65195.406250 Penalty: 521.344116 Iteration 24Q: 3 clusters Score -65195.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -65197.941406 Penalty: 521.344116 Iteration 25Q: 3 clusters Score -65197.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -65198.328125 Penalty: 521.344116 Iteration 26Q: 3 clusters Score -65198.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -65198.656250 Penalty: 521.344116 Iteration 27Q: 3 clusters Score -65198.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -65200.218750 Penalty: 521.344116 Iteration 28Q: 3 clusters Score -65200.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -65202.492188 Penalty: 521.344116 Iteration 29Q: 3 clusters Score -65202.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -65205.511719 Penalty: 521.344116 Iteration 30Q: 3 clusters Score -65205.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -65208.929688 Penalty: 521.344116 Iteration 31Q: 3 clusters Score -65208.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -65209.433594 Penalty: 521.344116 Iteration 32Q: 3 clusters Score -65209.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -65210.445312 Penalty: 521.344116 Iteration 33Q: 3 clusters Score -65210.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -65211.562500 Penalty: 521.344116 Iteration 34Q: 3 clusters Score -65211.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -65212.667969 Penalty: 521.344116 Iteration 35Q: 3 clusters Score -65212.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -65213.113281 Penalty: 521.344116 Iteration 36Q: 3 clusters Score -65213.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -65213.921875 Penalty: 521.344116 Iteration 37Q: 3 clusters Score -65213.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -65214.375000 Penalty: 521.344116 Iteration 38Q: 3 clusters Score -65214.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -65214.441406 Penalty: 521.344116 Iteration 39Q: 3 clusters Score -65214.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -65214.441406 Penalty: 521.344116 Iteration 40F: 3 clusters Score -65214.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Entering Unmasked Estep Score: -98494.273438 Penalty: 276.555084 Iteration 0F: 2 clusters Score -98494.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -95546.734375 Penalty: 553.110168 Iteration 0F: 3 clusters Score -95546.73 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -96734.023438 Penalty: 553.110168 Iteration 1F: 3 clusters Score -96734.02 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -96932.906250 Penalty: 553.110168 Iteration 2F: 3 clusters Score -96932.91 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -97150.703125 Penalty: 553.110168 Iteration 3F: 3 clusters Score -97150.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -97398.726562 Penalty: 553.110168 Iteration 4F: 3 clusters Score -97398.73 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -97625.039062 Penalty: 553.110168 Iteration 5F: 3 clusters Score -97625.04 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -97787.437500 Penalty: 553.110168 Iteration 6Q: 3 clusters Score -97787.44 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -97855.421875 Penalty: 553.110168 Iteration 7Q: 3 clusters Score -97855.42 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -97891.273438 Penalty: 553.110168 Iteration 8Q: 3 clusters Score -97891.27 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -97920.031250 Penalty: 553.110168 Iteration 9Q: 3 clusters Score -97920.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -97942.687500 Penalty: 553.110168 Iteration 10Q: 3 clusters Score -97942.69 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -97959.750000 Penalty: 553.110168 Iteration 11Q: 3 clusters Score -97959.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -97968.031250 Penalty: 553.110168 Iteration 12Q: 3 clusters Score -97968.03 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -97973.132812 Penalty: 553.110168 Iteration 13Q: 3 clusters Score -97973.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -97980.906250 Penalty: 553.110168 Iteration 14Q: 3 clusters Score -97980.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -97988.640625 Penalty: 553.110168 Iteration 15Q: 3 clusters Score -97988.64 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -97994.375000 Penalty: 553.110168 Iteration 16Q: 3 clusters Score -97994.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -98000.226562 Penalty: 553.110168 Iteration 17Q: 3 clusters Score -98000.23 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -98010.687500 Penalty: 553.110168 Iteration 18Q: 3 clusters Score -98010.69 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -98028.085938 Penalty: 553.110168 Iteration 19Q: 3 clusters Score -98028.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -98042.226562 Penalty: 553.110168 Iteration 20F: 3 clusters Score -98042.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -98055.914062 Penalty: 553.110168 Iteration 21Q: 3 clusters Score -98055.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -98071.281250 Penalty: 553.110168 Iteration 22Q: 3 clusters Score -98071.28 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -98086.585938 Penalty: 553.110168 Iteration 23Q: 3 clusters Score -98086.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -98099.250000 Penalty: 553.110168 Iteration 24Q: 3 clusters Score -98099.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -98111.046875 Penalty: 553.110168 Iteration 25Q: 3 clusters Score -98111.05 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -98124.218750 Penalty: 553.110168 Iteration 26Q: 3 clusters Score -98124.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -98135.234375 Penalty: 553.110168 Iteration 27Q: 3 clusters Score -98135.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -98144.562500 Penalty: 553.110168 Iteration 28Q: 3 clusters Score -98144.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -98152.398438 Penalty: 553.110168 Iteration 29Q: 3 clusters Score -98152.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -98164.468750 Penalty: 553.110168 Iteration 30Q: 3 clusters Score -98164.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -98177.242188 Penalty: 553.110168 Iteration 31Q: 3 clusters Score -98177.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -98186.734375 Penalty: 553.110168 Iteration 32Q: 3 clusters Score -98186.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -98190.835938 Penalty: 553.110168 Iteration 33Q: 3 clusters Score -98190.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -98193.460938 Penalty: 553.110168 Iteration 34Q: 3 clusters Score -98193.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -98194.757812 Penalty: 553.110168 Iteration 35Q: 3 clusters Score -98194.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -98196.914062 Penalty: 553.110168 Iteration 36Q: 3 clusters Score -98196.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -98197.742188 Penalty: 553.110168 Iteration 37Q: 3 clusters Score -98197.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -98198.421875 Penalty: 553.110168 Iteration 38Q: 3 clusters Score -98198.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -98199.164062 Penalty: 553.110168 Iteration 39Q: 3 clusters Score -98199.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -98201.156250 Penalty: 553.110168 Iteration 40F: 3 clusters Score -98201.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -98202.742188 Penalty: 553.110168 Iteration 41Q: 3 clusters Score -98202.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -98204.625000 Penalty: 553.110168 Iteration 42Q: 3 clusters Score -98204.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -98207.992188 Penalty: 553.110168 Iteration 43Q: 3 clusters Score -98207.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -98209.726562 Penalty: 553.110168 Iteration 44Q: 3 clusters Score -98209.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -98212.062500 Penalty: 553.110168 Iteration 45Q: 3 clusters Score -98212.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -98216.445312 Penalty: 553.110168 Iteration 46Q: 3 clusters Score -98216.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -98220.304688 Penalty: 553.110168 Iteration 47Q: 3 clusters Score -98220.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -98223.437500 Penalty: 553.110168 Iteration 48Q: 3 clusters Score -98223.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -98225.703125 Penalty: 553.110168 Iteration 49Q: 3 clusters Score -98225.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -98226.945312 Penalty: 553.110168 Iteration 50Q: 3 clusters Score -98226.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -98227.992188 Penalty: 553.110168 Iteration 51Q: 3 clusters Score -98227.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -98228.359375 Penalty: 553.110168 Iteration 52Q: 3 clusters Score -98228.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -98229.140625 Penalty: 553.110168 Iteration 53Q: 3 clusters Score -98229.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -98229.812500 Penalty: 553.110168 Iteration 54Q: 3 clusters Score -98229.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -98231.007812 Penalty: 553.110168 Iteration 55Q: 3 clusters Score -98231.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -98231.578125 Penalty: 553.110168 Iteration 56Q: 3 clusters Score -98231.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -98231.578125 Penalty: 553.110168 Iteration 57F: 3 clusters Score -98231.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -10223.034180 Penalty: 210.319550 Iteration 0F: 2 clusters Score -10223.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -9730.825195 Penalty: 420.639099 Iteration 0F: 3 clusters Score -9730.825 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -9952.576172 Penalty: 420.639099 Iteration 1F: 3 clusters Score -9952.576 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -9997.837891 Penalty: 420.639099 Iteration 2F: 3 clusters Score -9997.838 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -10019.701172 Penalty: 420.639099 Iteration 3Q: 3 clusters Score -10019.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -10033.764648 Penalty: 420.639099 Iteration 4Q: 3 clusters Score -10033.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -10045.439453 Penalty: 420.639099 Iteration 5Q: 3 clusters Score -10045.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -10058.098633 Penalty: 420.639099 Iteration 6Q: 3 clusters Score -10058.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -10065.816406 Penalty: 420.639099 Iteration 7Q: 3 clusters Score -10065.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -10069.707031 Penalty: 420.639099 Iteration 8Q: 3 clusters Score -10069.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -10070.671875 Penalty: 420.639099 Iteration 9Q: 3 clusters Score -10070.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -10071.754883 Penalty: 420.639099 Iteration 10Q: 3 clusters Score -10071.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -10073.416992 Penalty: 420.639099 Iteration 11Q: 3 clusters Score -10073.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -10075.013672 Penalty: 420.639099 Iteration 12Q: 3 clusters Score -10075.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -10077.140625 Penalty: 420.639099 Iteration 13Q: 3 clusters Score -10077.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -10078.566406 Penalty: 420.639099 Iteration 14Q: 3 clusters Score -10078.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -10079.388672 Penalty: 420.639099 Iteration 15Q: 3 clusters Score -10079.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -10080.583984 Penalty: 420.639099 Iteration 16Q: 3 clusters Score -10080.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -10082.117188 Penalty: 420.639099 Iteration 17Q: 3 clusters Score -10082.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -10082.729492 Penalty: 420.639099 Iteration 18Q: 3 clusters Score -10082.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -10082.905273 Penalty: 420.639099 Iteration 19Q: 3 clusters Score -10082.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -10083.252930 Penalty: 420.639099 Iteration 20F: 3 clusters Score -10083.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -10083.455078 Penalty: 420.639099 Iteration 21Q: 3 clusters Score -10083.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -10083.455078 Penalty: 420.639099 Iteration 22F: 3 clusters Score -10083.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Entering Unmasked Estep Score: -62301.031250 Penalty: 262.003998 Iteration 0F: 2 clusters Score -62301.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -60384.324219 Penalty: 524.007996 Iteration 0F: 3 clusters Score -60384.32 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -61196.347656 Penalty: 524.007996 Iteration 1F: 3 clusters Score -61196.35 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -61428.886719 Penalty: 524.007996 Iteration 2F: 3 clusters Score -61428.89 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -61698.843750 Penalty: 524.007996 Iteration 3F: 3 clusters Score -61698.84 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -61972.578125 Penalty: 524.007996 Iteration 4F: 3 clusters Score -61972.58 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -62132.660156 Penalty: 524.007996 Iteration 5F: 3 clusters Score -62132.66 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -62213.625000 Penalty: 524.007996 Iteration 6Q: 3 clusters Score -62213.62 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -62257.714844 Penalty: 524.007996 Iteration 7Q: 3 clusters Score -62257.71 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -62276.792969 Penalty: 524.007996 Iteration 8Q: 3 clusters Score -62276.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -62291.816406 Penalty: 524.007996 Iteration 9Q: 3 clusters Score -62291.82 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -62302.218750 Penalty: 524.007996 Iteration 10Q: 3 clusters Score -62302.22 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -62310.585938 Penalty: 524.007996 Iteration 11Q: 3 clusters Score -62310.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -62316.750000 Penalty: 524.007996 Iteration 12Q: 3 clusters Score -62316.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -62319.457031 Penalty: 524.007996 Iteration 13Q: 3 clusters Score -62319.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -62320.210938 Penalty: 524.007996 Iteration 14Q: 3 clusters Score -62320.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -62320.664062 Penalty: 524.007996 Iteration 15Q: 3 clusters Score -62320.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -62321.375000 Penalty: 524.007996 Iteration 16Q: 3 clusters Score -62321.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -62322.082031 Penalty: 524.007996 Iteration 17Q: 3 clusters Score -62322.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -62323.652344 Penalty: 524.007996 Iteration 18Q: 3 clusters Score -62323.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -62325.785156 Penalty: 524.007996 Iteration 19Q: 3 clusters Score -62325.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -62326.972656 Penalty: 524.007996 Iteration 20F: 3 clusters Score -62326.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -62327.804688 Penalty: 524.007996 Iteration 21Q: 3 clusters Score -62327.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -62327.886719 Penalty: 524.007996 Iteration 22Q: 3 clusters Score -62327.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -62328.132812 Penalty: 524.007996 Iteration 23Q: 3 clusters Score -62328.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -62328.601562 Penalty: 524.007996 Iteration 24Q: 3 clusters Score -62328.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -62328.976562 Penalty: 524.007996 Iteration 25Q: 3 clusters Score -62328.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -62329.058594 Penalty: 524.007996 Iteration 26Q: 3 clusters Score -62329.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -62329.058594 Penalty: 524.007996 Iteration 27F: 3 clusters Score -62329.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 849 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4434 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1957 members Entering Unmasked Estep Score: -1233559.625000 Penalty: 10174.936523 Splitting cluster 15 changes total score from -1233635.375000 to -1233559.625000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (2267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Entering Unmasked Estep Score: -59402.429688 Penalty: 254.965012 Iteration 0F: 2 clusters Score -59402.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -57829.203125 Penalty: 509.930023 Iteration 0F: 3 clusters Score -57829.2 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -58461.105469 Penalty: 509.930023 Iteration 1F: 3 clusters Score -58461.11 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -58646.875000 Penalty: 509.930023 Iteration 2F: 3 clusters Score -58646.88 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -58888.761719 Penalty: 509.930023 Iteration 3F: 3 clusters Score -58888.76 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -59145.355469 Penalty: 509.930023 Iteration 4F: 3 clusters Score -59145.36 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -59345.527344 Penalty: 509.930023 Iteration 5F: 3 clusters Score -59345.53 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -59425.105469 Penalty: 509.930023 Iteration 6Q: 3 clusters Score -59425.11 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -59441.019531 Penalty: 509.930023 Iteration 7Q: 3 clusters Score -59441.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -59444.320312 Penalty: 509.930023 Iteration 8Q: 3 clusters Score -59444.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -59445.375000 Penalty: 509.930023 Iteration 9Q: 3 clusters Score -59445.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -59445.847656 Penalty: 509.930023 Iteration 10Q: 3 clusters Score -59445.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -59446.156250 Penalty: 509.930023 Iteration 11Q: 3 clusters Score -59446.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -59446.156250 Penalty: 509.930023 Iteration 12F: 3 clusters Score -59446.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 629 members Mstep: Class 17 contains 4434 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1638 members Entering Unmasked Estep Score: -1233570.500000 Penalty: 10174.936523 Splitting cluster 16 changes total score from -1233635.375000 to -1233570.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (4434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Entering Unmasked Estep Score: -108292.679688 Penalty: 277.102905 Iteration 0F: 2 clusters Score -108292.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -105311.976562 Penalty: 554.205811 Iteration 0F: 3 clusters Score -105312 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -106644.039062 Penalty: 554.205811 Iteration 1F: 3 clusters Score -106644 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -107063.554688 Penalty: 554.205811 Iteration 2F: 3 clusters Score -107063.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -107570.328125 Penalty: 554.205811 Iteration 3F: 3 clusters Score -107570.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -108167.187500 Penalty: 554.205811 Iteration 4F: 3 clusters Score -108167.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -108617.453125 Penalty: 554.205811 Iteration 5F: 3 clusters Score -108617.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -108995.296875 Penalty: 554.205811 Iteration 6F: 3 clusters Score -108995.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -109386.617188 Penalty: 554.205811 Iteration 7F: 3 clusters Score -109386.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -109857.648438 Penalty: 554.205811 Iteration 8Q: 3 clusters Score -109857.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -110048.460938 Penalty: 554.205811 Iteration 9Q: 3 clusters Score -110048.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -110063.726562 Penalty: 554.205811 Iteration 10Q: 3 clusters Score -110063.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -110066.460938 Penalty: 554.205811 Iteration 11Q: 3 clusters Score -110066.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -110067.562500 Penalty: 554.205811 Iteration 12Q: 3 clusters Score -110067.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -110067.453125 Penalty: 554.205811 Iteration 13Q: 3 clusters Score -110067.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -110067.453125 Penalty: 554.205811 Iteration 14F: 3 clusters Score -110067.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 2857 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1577 members Entering Unmasked Estep Score: -1235325.500000 Penalty: 10174.936523 Splitting cluster 17 changes total score from -1233635.375000 to -1235325.500000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 18 (1402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Entering Unmasked Estep Score: -23597.511719 Penalty: 239.106613 Iteration 0F: 2 clusters Score -23597.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -22618.148438 Penalty: 478.213226 Iteration 0F: 3 clusters Score -22618.15 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -23228.740234 Penalty: 478.213226 Iteration 1F: 3 clusters Score -23228.74 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -23357.917969 Penalty: 478.213226 Iteration 2F: 3 clusters Score -23357.92 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -23430.447266 Penalty: 478.213226 Iteration 3F: 3 clusters Score -23430.45 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -23470.578125 Penalty: 478.213226 Iteration 4Q: 3 clusters Score -23470.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -23499.699219 Penalty: 478.213226 Iteration 5Q: 3 clusters Score -23499.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -23519.611328 Penalty: 478.213226 Iteration 6Q: 3 clusters Score -23519.61 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -23535.765625 Penalty: 478.213226 Iteration 7Q: 3 clusters Score -23535.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -23547.535156 Penalty: 478.213226 Iteration 8Q: 3 clusters Score -23547.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -23551.296875 Penalty: 478.213226 Iteration 9Q: 3 clusters Score -23551.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -23554.558594 Penalty: 478.213226 Iteration 10Q: 3 clusters Score -23554.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -23557.691406 Penalty: 478.213226 Iteration 11Q: 3 clusters Score -23557.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -23561.705078 Penalty: 478.213226 Iteration 12Q: 3 clusters Score -23561.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -23564.365234 Penalty: 478.213226 Iteration 13Q: 3 clusters Score -23564.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -23567.419922 Penalty: 478.213226 Iteration 14Q: 3 clusters Score -23567.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -23567.953125 Penalty: 478.213226 Iteration 15Q: 3 clusters Score -23567.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -23569.048828 Penalty: 478.213226 Iteration 16Q: 3 clusters Score -23569.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -23571.785156 Penalty: 478.213226 Iteration 17Q: 3 clusters Score -23571.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -23573.246094 Penalty: 478.213226 Iteration 18Q: 3 clusters Score -23573.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -23575.550781 Penalty: 478.213226 Iteration 19Q: 3 clusters Score -23575.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -23584.365234 Penalty: 478.213226 Iteration 20F: 3 clusters Score -23584.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -23587.080078 Penalty: 478.213226 Iteration 21Q: 3 clusters Score -23587.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -23589.636719 Penalty: 478.213226 Iteration 22Q: 3 clusters Score -23589.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -23591.369141 Penalty: 478.213226 Iteration 23Q: 3 clusters Score -23591.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -23592.412109 Penalty: 478.213226 Iteration 24Q: 3 clusters Score -23592.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -23594.722656 Penalty: 478.213226 Iteration 25Q: 3 clusters Score -23594.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -23595.794922 Penalty: 478.213226 Iteration 26Q: 3 clusters Score -23595.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -23596.583984 Penalty: 478.213226 Iteration 27Q: 3 clusters Score -23596.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -23597.392578 Penalty: 478.213226 Iteration 28Q: 3 clusters Score -23597.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -23598.125000 Penalty: 478.213226 Iteration 29Q: 3 clusters Score -23598.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -23598.742188 Penalty: 478.213226 Iteration 30Q: 3 clusters Score -23598.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -23598.742188 Penalty: 478.213226 Iteration 31F: 3 clusters Score -23598.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 2857 members Mstep: Class 18 contains 224 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 3086 members Mstep: Class 28 contains 1577 members Mstep: Class 29 contains 1178 members Entering Unmasked Estep Score: -1235202.250000 Penalty: 10538.327148 Splitting cluster 18 changes total score from -1233635.375000 to -1235202.250000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 19 (7683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Entering Unmasked Estep Score: -184841.593750 Penalty: 295.243256 Iteration 0F: 2 clusters Score -184841.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -179767.171875 Penalty: 590.486511 Iteration 0F: 3 clusters Score -179767.2 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -181730.078125 Penalty: 590.486511 Iteration 1F: 3 clusters Score -181730.1 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -181939.031250 Penalty: 590.486511 Iteration 2F: 3 clusters Score -181939 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -182244.140625 Penalty: 590.486511 Iteration 3F: 3 clusters Score -182244.1 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -182635.531250 Penalty: 590.486511 Iteration 4F: 3 clusters Score -182635.5 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -183104.234375 Penalty: 590.486511 Iteration 5F: 3 clusters Score -183104.2 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -183529.859375 Penalty: 590.486511 Iteration 6F: 3 clusters Score -183529.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -183822.390625 Penalty: 590.486511 Iteration 7F: 3 clusters Score -183822.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -183992.000000 Penalty: 590.486511 Iteration 8Q: 3 clusters Score -183992 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -184113.421875 Penalty: 590.486511 Iteration 9Q: 3 clusters Score -184113.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -184223.281250 Penalty: 590.486511 Iteration 10Q: 3 clusters Score -184223.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -184309.640625 Penalty: 590.486511 Iteration 11Q: 3 clusters Score -184309.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -184379.906250 Penalty: 590.486511 Iteration 12Q: 3 clusters Score -184379.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -184441.437500 Penalty: 590.486511 Iteration 13Q: 3 clusters Score -184441.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -184508.062500 Penalty: 590.486511 Iteration 14Q: 3 clusters Score -184508.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -184555.484375 Penalty: 590.486511 Iteration 15Q: 3 clusters Score -184555.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -184599.078125 Penalty: 590.486511 Iteration 16Q: 3 clusters Score -184599.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -184627.437500 Penalty: 590.486511 Iteration 17Q: 3 clusters Score -184627.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -184647.562500 Penalty: 590.486511 Iteration 18Q: 3 clusters Score -184647.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -184661.875000 Penalty: 590.486511 Iteration 19Q: 3 clusters Score -184661.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -184679.906250 Penalty: 590.486511 Iteration 20F: 3 clusters Score -184679.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -184698.390625 Penalty: 590.486511 Iteration 21Q: 3 clusters Score -184698.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -184710.031250 Penalty: 590.486511 Iteration 22Q: 3 clusters Score -184710 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -184720.156250 Penalty: 590.486511 Iteration 23Q: 3 clusters Score -184720.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -184729.250000 Penalty: 590.486511 Iteration 24Q: 3 clusters Score -184729.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -184738.093750 Penalty: 590.486511 Iteration 25Q: 3 clusters Score -184738.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -184745.484375 Penalty: 590.486511 Iteration 26Q: 3 clusters Score -184745.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -184753.250000 Penalty: 590.486511 Iteration 27Q: 3 clusters Score -184753.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -184760.937500 Penalty: 590.486511 Iteration 28Q: 3 clusters Score -184760.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -184768.109375 Penalty: 590.486511 Iteration 29Q: 3 clusters Score -184768.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -184777.187500 Penalty: 590.486511 Iteration 30Q: 3 clusters Score -184777.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -184788.984375 Penalty: 590.486511 Iteration 31Q: 3 clusters Score -184789 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -184798.390625 Penalty: 590.486511 Iteration 32Q: 3 clusters Score -184798.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -184808.171875 Penalty: 590.486511 Iteration 33Q: 3 clusters Score -184808.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -184815.078125 Penalty: 590.486511 Iteration 34Q: 3 clusters Score -184815.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -184818.093750 Penalty: 590.486511 Iteration 35Q: 3 clusters Score -184818.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -184819.375000 Penalty: 590.486511 Iteration 36Q: 3 clusters Score -184819.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -184821.265625 Penalty: 590.486511 Iteration 37Q: 3 clusters Score -184821.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -184822.281250 Penalty: 590.486511 Iteration 38Q: 3 clusters Score -184822.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -184822.203125 Penalty: 590.486511 Iteration 39Q: 3 clusters Score -184822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -184822.281250 Penalty: 590.486511 Iteration 40F: 3 clusters Score -184822.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -184823.125000 Penalty: 590.486511 Iteration 41Q: 3 clusters Score -184823.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -184823.140625 Penalty: 590.486511 Iteration 42Q: 3 clusters Score -184823.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -184823.578125 Penalty: 590.486511 Iteration 43Q: 3 clusters Score -184823.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -184823.953125 Penalty: 590.486511 Iteration 44Q: 3 clusters Score -184824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -184824.359375 Penalty: 590.486511 Iteration 45Q: 3 clusters Score -184824.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -184824.718750 Penalty: 590.486511 Iteration 46Q: 3 clusters Score -184824.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -184825.531250 Penalty: 590.486511 Iteration 47Q: 3 clusters Score -184825.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -184826.312500 Penalty: 590.486511 Iteration 48Q: 3 clusters Score -184826.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -184826.609375 Penalty: 590.486511 Iteration 49Q: 3 clusters Score -184826.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -184826.921875 Penalty: 590.486511 Iteration 50Q: 3 clusters Score -184826.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -184826.921875 Penalty: 590.486511 Iteration 51F: 3 clusters Score -184826.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -13586.414062 Penalty: 209.694214 Iteration 0F: 2 clusters Score -13586.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -13111.850586 Penalty: 419.388428 Iteration 0F: 3 clusters Score -13111.85 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -13226.892578 Penalty: 419.388428 Iteration 1F: 3 clusters Score -13226.89 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -13246.393555 Penalty: 419.388428 Iteration 2F: 3 clusters Score -13246.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -13259.322266 Penalty: 419.388428 Iteration 3Q: 3 clusters Score -13259.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -13263.481445 Penalty: 419.388428 Iteration 4Q: 3 clusters Score -13263.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -13264.123047 Penalty: 419.388428 Iteration 5Q: 3 clusters Score -13264.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -13265.752930 Penalty: 419.388428 Iteration 6Q: 3 clusters Score -13265.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -13266.976562 Penalty: 419.388428 Iteration 7Q: 3 clusters Score -13266.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13268.022461 Penalty: 419.388428 Iteration 8Q: 3 clusters Score -13268.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13270.042969 Penalty: 419.388428 Iteration 9Q: 3 clusters Score -13270.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -13272.009766 Penalty: 419.388428 Iteration 10Q: 3 clusters Score -13272.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13274.615234 Penalty: 419.388428 Iteration 11Q: 3 clusters Score -13274.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13277.550781 Penalty: 419.388428 Iteration 12Q: 3 clusters Score -13277.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -13282.850586 Penalty: 419.388428 Iteration 13Q: 3 clusters Score -13282.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -13284.527344 Penalty: 419.388428 Iteration 14Q: 3 clusters Score -13284.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -13288.449219 Penalty: 419.388428 Iteration 15Q: 3 clusters Score -13288.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -13294.515625 Penalty: 419.388428 Iteration 16Q: 3 clusters Score -13294.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13299.162109 Penalty: 419.388428 Iteration 17Q: 3 clusters Score -13299.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -13303.942383 Penalty: 419.388428 Iteration 18Q: 3 clusters Score -13303.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13309.060547 Penalty: 419.388428 Iteration 19Q: 3 clusters Score -13309.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13312.264648 Penalty: 419.388428 Iteration 20F: 3 clusters Score -13312.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13315.724609 Penalty: 419.388428 Iteration 21Q: 3 clusters Score -13315.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13317.377930 Penalty: 419.388428 Iteration 22Q: 3 clusters Score -13317.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13319.395508 Penalty: 419.388428 Iteration 23Q: 3 clusters Score -13319.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13321.792969 Penalty: 419.388428 Iteration 24Q: 3 clusters Score -13321.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13322.408203 Penalty: 419.388428 Iteration 25Q: 3 clusters Score -13322.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13323.094727 Penalty: 419.388428 Iteration 26Q: 3 clusters Score -13323.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13324.390625 Penalty: 419.388428 Iteration 27Q: 3 clusters Score -13324.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13327.011719 Penalty: 419.388428 Iteration 28Q: 3 clusters Score -13327.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13328.216797 Penalty: 419.388428 Iteration 29Q: 3 clusters Score -13328.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13329.913086 Penalty: 419.388428 Iteration 30Q: 3 clusters Score -13329.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13331.874023 Penalty: 419.388428 Iteration 31Q: 3 clusters Score -13331.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13334.078125 Penalty: 419.388428 Iteration 32Q: 3 clusters Score -13334.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13340.460938 Penalty: 419.388428 Iteration 33Q: 3 clusters Score -13340.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -13349.652344 Penalty: 419.388428 Iteration 34Q: 3 clusters Score -13349.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13355.040039 Penalty: 419.388428 Iteration 35Q: 3 clusters Score -13355.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -13358.842773 Penalty: 419.388428 Iteration 36Q: 3 clusters Score -13358.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13362.453125 Penalty: 419.388428 Iteration 37Q: 3 clusters Score -13362.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13367.000977 Penalty: 419.388428 Iteration 38Q: 3 clusters Score -13367 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -13378.296875 Penalty: 419.388428 Iteration 39Q: 3 clusters Score -13378.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -13384.196289 Penalty: 419.388428 Iteration 40F: 3 clusters Score -13384.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -13389.651367 Penalty: 419.388428 Iteration 41Q: 3 clusters Score -13389.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -13390.260742 Penalty: 419.388428 Iteration 42Q: 3 clusters Score -13390.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13390.560547 Penalty: 419.388428 Iteration 43Q: 3 clusters Score -13390.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13390.560547 Penalty: 419.388428 Iteration 44F: 3 clusters Score -13390.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Entering Unmasked Estep Score: -117018.500000 Penalty: 280.407410 Iteration 0F: 2 clusters Score -117018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -113736.882812 Penalty: 560.814819 Iteration 0F: 3 clusters Score -113736.9 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -115168.226562 Penalty: 560.814819 Iteration 1F: 3 clusters Score -115168.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -115370.664062 Penalty: 560.814819 Iteration 2F: 3 clusters Score -115370.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -115530.515625 Penalty: 560.814819 Iteration 3F: 3 clusters Score -115530.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -115676.851562 Penalty: 560.814819 Iteration 4F: 3 clusters Score -115676.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -115810.460938 Penalty: 560.814819 Iteration 5Q: 3 clusters Score -115810.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -115938.890625 Penalty: 560.814819 Iteration 6Q: 3 clusters Score -115938.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -116035.679688 Penalty: 560.814819 Iteration 7Q: 3 clusters Score -116035.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -116121.031250 Penalty: 560.814819 Iteration 8Q: 3 clusters Score -116121 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -116195.343750 Penalty: 560.814819 Iteration 9Q: 3 clusters Score -116195.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -116270.640625 Penalty: 560.814819 Iteration 10Q: 3 clusters Score -116270.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -116348.531250 Penalty: 560.814819 Iteration 11Q: 3 clusters Score -116348.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -116428.945312 Penalty: 560.814819 Iteration 12Q: 3 clusters Score -116428.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -116509.343750 Penalty: 560.814819 Iteration 13Q: 3 clusters Score -116509.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -116582.046875 Penalty: 560.814819 Iteration 14Q: 3 clusters Score -116582 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -116655.476562 Penalty: 560.814819 Iteration 15Q: 3 clusters Score -116655.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -116710.195312 Penalty: 560.814819 Iteration 16Q: 3 clusters Score -116710.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -116740.750000 Penalty: 560.814819 Iteration 17Q: 3 clusters Score -116740.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -116758.539062 Penalty: 560.814819 Iteration 18Q: 3 clusters Score -116758.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -116770.421875 Penalty: 560.814819 Iteration 19Q: 3 clusters Score -116770.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -116785.000000 Penalty: 560.814819 Iteration 20F: 3 clusters Score -116785 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -116796.250000 Penalty: 560.814819 Iteration 21Q: 3 clusters Score -116796.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -116800.390625 Penalty: 560.814819 Iteration 22Q: 3 clusters Score -116800.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -116802.656250 Penalty: 560.814819 Iteration 23Q: 3 clusters Score -116802.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -116804.898438 Penalty: 560.814819 Iteration 24Q: 3 clusters Score -116804.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -116807.289062 Penalty: 560.814819 Iteration 25Q: 3 clusters Score -116807.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -116812.750000 Penalty: 560.814819 Iteration 26Q: 3 clusters Score -116812.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -116817.171875 Penalty: 560.814819 Iteration 27Q: 3 clusters Score -116817.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -116821.437500 Penalty: 560.814819 Iteration 28Q: 3 clusters Score -116821.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -116824.625000 Penalty: 560.814819 Iteration 29Q: 3 clusters Score -116824.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -116826.664062 Penalty: 560.814819 Iteration 30Q: 3 clusters Score -116826.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -116827.164062 Penalty: 560.814819 Iteration 31Q: 3 clusters Score -116827.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -116827.867188 Penalty: 560.814819 Iteration 32Q: 3 clusters Score -116827.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -116829.289062 Penalty: 560.814819 Iteration 33Q: 3 clusters Score -116829.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -116830.156250 Penalty: 560.814819 Iteration 34Q: 3 clusters Score -116830.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -116830.156250 Penalty: 560.814819 Iteration 35F: 3 clusters Score -116830.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Entering Unmasked Estep Score: -84798.101562 Penalty: 268.726471 Iteration 0F: 2 clusters Score -84798.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -82507.804688 Penalty: 537.452942 Iteration 0F: 3 clusters Score -82507.8 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -83522.484375 Penalty: 537.452942 Iteration 1F: 3 clusters Score -83522.48 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -83656.007812 Penalty: 537.452942 Iteration 2F: 3 clusters Score -83656.01 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -83754.046875 Penalty: 537.452942 Iteration 3F: 3 clusters Score -83754.05 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -83837.757812 Penalty: 537.452942 Iteration 4Q: 3 clusters Score -83837.76 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -83915.609375 Penalty: 537.452942 Iteration 5Q: 3 clusters Score -83915.61 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -83991.992188 Penalty: 537.452942 Iteration 6Q: 3 clusters Score -83991.99 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -84095.492188 Penalty: 537.452942 Iteration 7Q: 3 clusters Score -84095.49 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -84196.343750 Penalty: 537.452942 Iteration 8Q: 3 clusters Score -84196.34 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -84282.921875 Penalty: 537.452942 Iteration 9Q: 3 clusters Score -84282.92 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -84359.492188 Penalty: 537.452942 Iteration 10Q: 3 clusters Score -84359.49 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -84418.664062 Penalty: 537.452942 Iteration 11Q: 3 clusters Score -84418.66 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -84465.429688 Penalty: 537.452942 Iteration 12Q: 3 clusters Score -84465.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -84489.929688 Penalty: 537.452942 Iteration 13Q: 3 clusters Score -84489.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -84507.054688 Penalty: 537.452942 Iteration 14Q: 3 clusters Score -84507.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -84516.421875 Penalty: 537.452942 Iteration 15Q: 3 clusters Score -84516.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -84521.718750 Penalty: 537.452942 Iteration 16Q: 3 clusters Score -84521.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -84525.117188 Penalty: 537.452942 Iteration 17Q: 3 clusters Score -84525.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -84527.781250 Penalty: 537.452942 Iteration 18Q: 3 clusters Score -84527.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -84531.695312 Penalty: 537.452942 Iteration 19Q: 3 clusters Score -84531.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -84538.515625 Penalty: 537.452942 Iteration 20F: 3 clusters Score -84538.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -84544.664062 Penalty: 537.452942 Iteration 21Q: 3 clusters Score -84544.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -84547.718750 Penalty: 537.452942 Iteration 22Q: 3 clusters Score -84547.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -84549.500000 Penalty: 537.452942 Iteration 23Q: 3 clusters Score -84549.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -84551.671875 Penalty: 537.452942 Iteration 24Q: 3 clusters Score -84551.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -84553.312500 Penalty: 537.452942 Iteration 25Q: 3 clusters Score -84553.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -84555.507812 Penalty: 537.452942 Iteration 26Q: 3 clusters Score -84555.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -84557.460938 Penalty: 537.452942 Iteration 27Q: 3 clusters Score -84557.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -84558.812500 Penalty: 537.452942 Iteration 28Q: 3 clusters Score -84558.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -84558.914062 Penalty: 537.452942 Iteration 29Q: 3 clusters Score -84558.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -84558.914062 Penalty: 537.452942 Iteration 30F: 3 clusters Score -84558.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Entering Unmasked Estep Score: -9794.854492 Penalty: 206.817612 Iteration 0F: 2 clusters Score -9794.854 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -9357.136719 Penalty: 413.635223 Iteration 0F: 3 clusters Score -9357.137 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -9489.677734 Penalty: 413.635223 Iteration 1F: 3 clusters Score -9489.678 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -9576.336914 Penalty: 413.635223 Iteration 2F: 3 clusters Score -9576.337 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9640.685547 Penalty: 413.635223 Iteration 3F: 3 clusters Score -9640.686 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9697.023438 Penalty: 413.635223 Iteration 4F: 3 clusters Score -9697.023 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9730.008789 Penalty: 413.635223 Iteration 5F: 3 clusters Score -9730.009 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9752.365234 Penalty: 413.635223 Iteration 6Q: 3 clusters Score -9752.365 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -9766.240234 Penalty: 413.635223 Iteration 7Q: 3 clusters Score -9766.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9776.278320 Penalty: 413.635223 Iteration 8Q: 3 clusters Score -9776.278 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9782.609375 Penalty: 413.635223 Iteration 9Q: 3 clusters Score -9782.609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9787.504883 Penalty: 413.635223 Iteration 10Q: 3 clusters Score -9787.505 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -9791.905273 Penalty: 413.635223 Iteration 11Q: 3 clusters Score -9791.905 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9793.306641 Penalty: 413.635223 Iteration 12Q: 3 clusters Score -9793.307 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9793.306641 Penalty: 413.635223 Iteration 13F: 3 clusters Score -9793.307 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Entering Unmasked Estep Score: -49550.371094 Penalty: 250.680939 Iteration 0F: 2 clusters Score -49550.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -48171.093750 Penalty: 501.361877 Iteration 0F: 3 clusters Score -48171.09 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -48674.488281 Penalty: 501.361877 Iteration 1F: 3 clusters Score -48674.49 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -48775.300781 Penalty: 501.361877 Iteration 2F: 3 clusters Score -48775.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -48873.859375 Penalty: 501.361877 Iteration 3F: 3 clusters Score -48873.86 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -49016.054688 Penalty: 501.361877 Iteration 4F: 3 clusters Score -49016.05 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -49125.875000 Penalty: 501.361877 Iteration 5Q: 3 clusters Score -49125.88 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -49198.167969 Penalty: 501.361877 Iteration 6Q: 3 clusters Score -49198.17 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -49244.597656 Penalty: 501.361877 Iteration 7Q: 3 clusters Score -49244.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -49280.492188 Penalty: 501.361877 Iteration 8Q: 3 clusters Score -49280.49 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -49304.867188 Penalty: 501.361877 Iteration 9Q: 3 clusters Score -49304.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -49321.593750 Penalty: 501.361877 Iteration 10Q: 3 clusters Score -49321.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -49329.699219 Penalty: 501.361877 Iteration 11Q: 3 clusters Score -49329.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -49335.097656 Penalty: 501.361877 Iteration 12Q: 3 clusters Score -49335.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -49340.980469 Penalty: 501.361877 Iteration 13Q: 3 clusters Score -49340.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -49347.148438 Penalty: 501.361877 Iteration 14Q: 3 clusters Score -49347.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -49353.886719 Penalty: 501.361877 Iteration 15Q: 3 clusters Score -49353.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -49358.207031 Penalty: 501.361877 Iteration 16Q: 3 clusters Score -49358.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -49360.613281 Penalty: 501.361877 Iteration 17Q: 3 clusters Score -49360.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -49362.136719 Penalty: 501.361877 Iteration 18Q: 3 clusters Score -49362.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -49362.781250 Penalty: 501.361877 Iteration 19Q: 3 clusters Score -49362.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -49363.273438 Penalty: 501.361877 Iteration 20F: 3 clusters Score -49363.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -49364.128906 Penalty: 501.361877 Iteration 21Q: 3 clusters Score -49364.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -49365.582031 Penalty: 501.361877 Iteration 22Q: 3 clusters Score -49365.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -49369.144531 Penalty: 501.361877 Iteration 23Q: 3 clusters Score -49369.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -49371.125000 Penalty: 501.361877 Iteration 24Q: 3 clusters Score -49371.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -49371.687500 Penalty: 501.361877 Iteration 25Q: 3 clusters Score -49371.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -49373.312500 Penalty: 501.361877 Iteration 26Q: 3 clusters Score -49373.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -49375.839844 Penalty: 501.361877 Iteration 27Q: 3 clusters Score -49375.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -49377.070312 Penalty: 501.361877 Iteration 28Q: 3 clusters Score -49377.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -49377.707031 Penalty: 501.361877 Iteration 29Q: 3 clusters Score -49377.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -49377.988281 Penalty: 501.361877 Iteration 30Q: 3 clusters Score -49377.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -49377.988281 Penalty: 501.361877 Iteration 31F: 3 clusters Score -49377.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Entering Unmasked Estep Score: -10801.019531 Penalty: 213.740097 Iteration 0F: 2 clusters Score -10801.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -10284.306641 Penalty: 427.480194 Iteration 0F: 3 clusters Score -10284.31 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -10469.573242 Penalty: 427.480194 Iteration 1F: 3 clusters Score -10469.57 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -10523.219727 Penalty: 427.480194 Iteration 2F: 3 clusters Score -10523.22 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -10570.016602 Penalty: 427.480194 Iteration 3F: 3 clusters Score -10570.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -10597.377930 Penalty: 427.480194 Iteration 4Q: 3 clusters Score -10597.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -10631.408203 Penalty: 427.480194 Iteration 5Q: 3 clusters Score -10631.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -10657.117188 Penalty: 427.480194 Iteration 6Q: 3 clusters Score -10657.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -10676.893555 Penalty: 427.480194 Iteration 7Q: 3 clusters Score -10676.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -10693.910156 Penalty: 427.480194 Iteration 8Q: 3 clusters Score -10693.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10704.881836 Penalty: 427.480194 Iteration 9Q: 3 clusters Score -10704.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10710.841797 Penalty: 427.480194 Iteration 10Q: 3 clusters Score -10710.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10716.916016 Penalty: 427.480194 Iteration 11Q: 3 clusters Score -10716.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10719.704102 Penalty: 427.480194 Iteration 12Q: 3 clusters Score -10719.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10720.656250 Penalty: 427.480194 Iteration 13Q: 3 clusters Score -10720.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10720.656250 Penalty: 427.480194 Iteration 14F: 3 clusters Score -10720.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Entering Unmasked Estep Score: -48725.046875 Penalty: 250.196762 Iteration 0F: 2 clusters Score -48725.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -47371.933594 Penalty: 500.393524 Iteration 0F: 3 clusters Score -47371.93 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -47950.718750 Penalty: 500.393524 Iteration 1F: 3 clusters Score -47950.72 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -48084.179688 Penalty: 500.393524 Iteration 2F: 3 clusters Score -48084.18 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -48209.191406 Penalty: 500.393524 Iteration 3F: 3 clusters Score -48209.19 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -48323.378906 Penalty: 500.393524 Iteration 4F: 3 clusters Score -48323.38 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -48396.429688 Penalty: 500.393524 Iteration 5Q: 3 clusters Score -48396.43 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -48449.402344 Penalty: 500.393524 Iteration 6Q: 3 clusters Score -48449.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -48487.546875 Penalty: 500.393524 Iteration 7Q: 3 clusters Score -48487.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -48506.027344 Penalty: 500.393524 Iteration 8Q: 3 clusters Score -48506.03 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -48514.832031 Penalty: 500.393524 Iteration 9Q: 3 clusters Score -48514.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -48519.128906 Penalty: 500.393524 Iteration 10Q: 3 clusters Score -48519.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -48522.144531 Penalty: 500.393524 Iteration 11Q: 3 clusters Score -48522.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -48524.824219 Penalty: 500.393524 Iteration 12Q: 3 clusters Score -48524.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -48526.050781 Penalty: 500.393524 Iteration 13Q: 3 clusters Score -48526.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -48526.816406 Penalty: 500.393524 Iteration 14Q: 3 clusters Score -48526.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -48526.816406 Penalty: 500.393524 Iteration 15F: 3 clusters Score -48526.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Entering Unmasked Estep Score: -68492.000000 Penalty: 265.142822 Iteration 0F: 2 clusters Score -68492 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -66413.359375 Penalty: 530.285645 Iteration 0F: 3 clusters Score -66413.36 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -67134.679688 Penalty: 530.285645 Iteration 1F: 3 clusters Score -67134.68 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -67211.640625 Penalty: 530.285645 Iteration 2F: 3 clusters Score -67211.64 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -67292.835938 Penalty: 530.285645 Iteration 3Q: 3 clusters Score -67292.84 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -67415.218750 Penalty: 530.285645 Iteration 4F: 3 clusters Score -67415.22 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -67557.359375 Penalty: 530.285645 Iteration 5F: 3 clusters Score -67557.36 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -67715.296875 Penalty: 530.285645 Iteration 6F: 3 clusters Score -67715.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -67859.429688 Penalty: 530.285645 Iteration 7F: 3 clusters Score -67859.43 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -67981.546875 Penalty: 530.285645 Iteration 8Q: 3 clusters Score -67981.55 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68084.468750 Penalty: 530.285645 Iteration 9Q: 3 clusters Score -68084.47 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -68182.632812 Penalty: 530.285645 Iteration 10Q: 3 clusters Score -68182.63 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -68258.781250 Penalty: 530.285645 Iteration 11Q: 3 clusters Score -68258.78 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -68342.976562 Penalty: 530.285645 Iteration 12Q: 3 clusters Score -68342.98 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -68388.562500 Penalty: 530.285645 Iteration 13Q: 3 clusters Score -68388.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -68428.015625 Penalty: 530.285645 Iteration 14Q: 3 clusters Score -68428.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -68462.804688 Penalty: 530.285645 Iteration 15Q: 3 clusters Score -68462.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -68509.312500 Penalty: 530.285645 Iteration 16Q: 3 clusters Score -68509.31 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -68598.656250 Penalty: 530.285645 Iteration 17Q: 3 clusters Score -68598.66 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -68752.031250 Penalty: 530.285645 Iteration 18Q: 3 clusters Score -68752.03 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -69029.828125 Penalty: 530.285645 Iteration 19Q: 3 clusters Score -69029.83 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -69436.125000 Penalty: 530.285645 Iteration 20F: 3 clusters Score -69436.12 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -69592.789062 Penalty: 530.285645 Iteration 21Q: 3 clusters Score -69592.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -69605.453125 Penalty: 530.285645 Iteration 22Q: 3 clusters Score -69605.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -69609.617188 Penalty: 530.285645 Iteration 23Q: 3 clusters Score -69609.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -69611.468750 Penalty: 530.285645 Iteration 24Q: 3 clusters Score -69611.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -69611.804688 Penalty: 530.285645 Iteration 25Q: 3 clusters Score -69611.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -69611.804688 Penalty: 530.285645 Iteration 26F: 3 clusters Score -69611.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 2857 members Mstep: Class 18 contains 224 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 2427 members Mstep: Class 28 contains 1577 members Mstep: Class 29 contains 1178 members Mstep: Class 30 contains 659 members Entering Unmasked Estep Score: -1236224.500000 Penalty: 10901.717773 Splitting cluster 27 changes total score from -1233635.375000 to -1236224.500000 So it's getting split into cluster 30. Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1030 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3165 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4361 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 2857 members Mstep: Class 18 contains 224 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 527 members Mstep: Class 24 contains 1991 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1962 members Mstep: Class 27 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -1236550.125000 Penalty: 10901.717773 Iteration 79Q: 31 clusters Score -1236550 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1035 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3175 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 2185 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1035 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4367 members Mstep: Class 14 contains 586 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2268 members Mstep: Class 17 contains 2969 members Mstep: Class 18 contains 241 members Mstep: Class 19 contains 7682 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4907 members Mstep: Class 22 contains 3442 members Mstep: Class 23 contains 530 members Mstep: Class 24 contains 1968 members Mstep: Class 25 contains 650 members Mstep: Class 26 contains 1884 members Mstep: Class 27 contains 2479 members Mstep: Class 28 contains 1525 members Mstep: Class 29 contains 1153 members Mstep: Class 30 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -1236903.375000 Penalty: 10901.717773 Iteration 80F: 31 clusters Score -1236903 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5539 members Mstep: Class 3 contains 1046 members Mstep: Class 4 contains 306 members Mstep: Class 5 contains 3107 members Mstep: Class 6 contains 708 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 2184 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1035 members Mstep: Class 11 contains 513 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4350 members Mstep: Class 14 contains 577 members Mstep: Class 15 contains 2806 members Mstep: Class 16 contains 2269 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 240 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 574 members Mstep: Class 21 contains 4853 members Mstep: Class 22 contains 3444 members Mstep: Class 23 contains 524 members Mstep: Class 24 contains 1948 members Mstep: Class 25 contains 648 members Mstep: Class 26 contains 1801 members Mstep: Class 27 contains 2459 members Mstep: Class 28 contains 1586 members Mstep: Class 29 contains 1228 members Mstep: Class 30 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -1237141.250000 Penalty: 10901.717773 Iteration 81Q: 31 clusters Score -1237141 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 5538 members Mstep: Class 3 contains 1056 members Mstep: Class 4 contains 308 members Mstep: Class 5 contains 3052 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1190 members Mstep: Class 8 contains 2181 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 501 members Mstep: Class 12 contains 2697 members Mstep: Class 13 contains 4342 members Mstep: Class 14 contains 575 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2269 members Mstep: Class 17 contains 3164 members Mstep: Class 18 contains 239 members Mstep: Class 19 contains 7675 members Mstep: Class 20 contains 570 members Mstep: Class 21 contains 4818 members Mstep: Class 22 contains 3448 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 1925 members Mstep: Class 25 contains 647 members Mstep: Class 26 contains 1726 members Mstep: Class 27 contains 2432 members Mstep: Class 28 contains 1619 members Mstep: Class 29 contains 1295 members Mstep: Class 30 contains 784 members Entering Unmasked Estep ConsiderDeletion Score: -1237313.625000 Penalty: 10901.717773 Iteration 82Q: 31 clusters Score -1237314 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 5537 members Mstep: Class 3 contains 1062 members Mstep: Class 4 contains 309 members Mstep: Class 5 contains 3012 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1176 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4334 members Mstep: Class 14 contains 578 members Mstep: Class 15 contains 2807 members Mstep: Class 16 contains 2269 members Mstep: Class 17 contains 3280 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4788 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 518 members Mstep: Class 24 contains 1899 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 1643 members Mstep: Class 27 contains 2402 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 1366 members Mstep: Class 30 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -1237475.375000 Penalty: 10901.717773 Iteration 83Q: 31 clusters Score -1237475 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 5536 members Mstep: Class 3 contains 1065 members Mstep: Class 4 contains 309 members Mstep: Class 5 contains 2982 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1169 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 484 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4327 members Mstep: Class 14 contains 578 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2269 members Mstep: Class 17 contains 3394 members Mstep: Class 18 contains 224 members Mstep: Class 19 contains 7670 members Mstep: Class 20 contains 569 members Mstep: Class 21 contains 4764 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 517 members Mstep: Class 24 contains 1874 members Mstep: Class 25 contains 656 members Mstep: Class 26 contains 1556 members Mstep: Class 27 contains 2369 members Mstep: Class 28 contains 1659 members Mstep: Class 29 contains 1432 members Mstep: Class 30 contains 853 members Entering Unmasked Estep ConsiderDeletion Score: -1237592.750000 Penalty: 10901.717773 Iteration 84Q: 31 clusters Score -1237593 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 5537 members Mstep: Class 3 contains 1063 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2960 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1172 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1032 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 2695 members Mstep: Class 13 contains 4325 members Mstep: Class 14 contains 576 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2269 members Mstep: Class 17 contains 3497 members Mstep: Class 18 contains 220 members Mstep: Class 19 contains 7669 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 4745 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 512 members Mstep: Class 24 contains 1858 members Mstep: Class 25 contains 658 members Mstep: Class 26 contains 1473 members Mstep: Class 27 contains 2335 members Mstep: Class 28 contains 1665 members Mstep: Class 29 contains 1487 members Mstep: Class 30 contains 876 members Entering Unmasked Estep ConsiderDeletion Score: -1237709.625000 Penalty: 10901.717773 Iteration 85Q: 31 clusters Score -1237710 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 5537 members Mstep: Class 3 contains 1062 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2938 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1170 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1029 members Mstep: Class 11 contains 476 members Mstep: Class 12 contains 2693 members Mstep: Class 13 contains 4322 members Mstep: Class 14 contains 567 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2270 members Mstep: Class 17 contains 3627 members Mstep: Class 18 contains 219 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 4733 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 512 members Mstep: Class 24 contains 1835 members Mstep: Class 25 contains 664 members Mstep: Class 26 contains 1375 members Mstep: Class 27 contains 2297 members Mstep: Class 28 contains 1667 members Mstep: Class 29 contains 1543 members Mstep: Class 30 contains 896 members Entering Unmasked Estep ConsiderDeletion Score: -1237840.500000 Penalty: 10901.717773 Iteration 86Q: 31 clusters Score -1237840 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5537 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2926 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1174 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1028 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4319 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2272 members Mstep: Class 17 contains 3754 members Mstep: Class 18 contains 217 members Mstep: Class 19 contains 7675 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4720 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1812 members Mstep: Class 25 contains 668 members Mstep: Class 26 contains 1274 members Mstep: Class 27 contains 2263 members Mstep: Class 28 contains 1672 members Mstep: Class 29 contains 1590 members Mstep: Class 30 contains 910 members Entering Unmasked Estep ConsiderDeletion Score: -1238001.625000 Penalty: 10901.717773 Iteration 87Q: 31 clusters Score -1238002 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 5535 members Mstep: Class 3 contains 1058 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2919 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1177 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1025 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 2692 members Mstep: Class 13 contains 4315 members Mstep: Class 14 contains 551 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 217 members Mstep: Class 19 contains 7675 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 4710 members Mstep: Class 22 contains 3449 members Mstep: Class 23 contains 509 members Mstep: Class 24 contains 1796 members Mstep: Class 25 contains 672 members Mstep: Class 26 contains 1171 members Mstep: Class 27 contains 2233 members Mstep: Class 28 contains 1669 members Mstep: Class 29 contains 1627 members Mstep: Class 30 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -1238201.125000 Penalty: 10901.717773 Iteration 88Q: 31 clusters Score -1238201 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 5536 members Mstep: Class 3 contains 1059 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2914 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1181 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1022 members Mstep: Class 11 contains 469 members Mstep: Class 12 contains 2692 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 544 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4000 members Mstep: Class 18 contains 216 members Mstep: Class 19 contains 7677 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 4701 members Mstep: Class 22 contains 3450 members Mstep: Class 23 contains 506 members Mstep: Class 24 contains 1781 members Mstep: Class 25 contains 679 members Mstep: Class 26 contains 1082 members Mstep: Class 27 contains 2207 members Mstep: Class 28 contains 1661 members Mstep: Class 29 contains 1662 members Mstep: Class 30 contains 927 members Entering Unmasked Estep ConsiderDeletion Score: -1238496.875000 Penalty: 10901.717773 Iteration 89Q: 31 clusters Score -1238497 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5533 members Mstep: Class 3 contains 1062 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2910 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1179 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1021 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 2693 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 538 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4076 members Mstep: Class 18 contains 219 members Mstep: Class 19 contains 7679 members Mstep: Class 20 contains 577 members Mstep: Class 21 contains 4696 members Mstep: Class 22 contains 3450 members Mstep: Class 23 contains 505 members Mstep: Class 24 contains 1767 members Mstep: Class 25 contains 680 members Mstep: Class 26 contains 1033 members Mstep: Class 27 contains 2181 members Mstep: Class 28 contains 1652 members Mstep: Class 29 contains 1692 members Mstep: Class 30 contains 931 members Entering Unmasked Estep ConsiderDeletion Score: -1238666.625000 Penalty: 10901.717773 Iteration 90Q: 31 clusters Score -1238667 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1064 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2907 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1180 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1019 members Mstep: Class 11 contains 479 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4306 members Mstep: Class 14 contains 536 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 4105 members Mstep: Class 18 contains 220 members Mstep: Class 19 contains 7678 members Mstep: Class 20 contains 577 members Mstep: Class 21 contains 4688 members Mstep: Class 22 contains 3450 members Mstep: Class 23 contains 504 members Mstep: Class 24 contains 1758 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1019 members Mstep: Class 27 contains 2159 members Mstep: Class 28 contains 1647 members Mstep: Class 29 contains 1721 members Mstep: Class 30 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -1238713.000000 Penalty: 10901.717773 Iteration 91Q: 31 clusters Score -1238713 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1061 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2904 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1176 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1017 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4304 members Mstep: Class 14 contains 535 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4132 members Mstep: Class 18 contains 223 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 577 members Mstep: Class 21 contains 4680 members Mstep: Class 22 contains 3451 members Mstep: Class 23 contains 506 members Mstep: Class 24 contains 1746 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2146 members Mstep: Class 28 contains 1646 members Mstep: Class 29 contains 1739 members Mstep: Class 30 contains 936 members Entering Unmasked Estep ConsiderDeletion Score: -1238732.000000 Penalty: 10901.717773 Iteration 92Q: 31 clusters Score -1238732 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1060 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2898 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1174 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4299 members Mstep: Class 14 contains 537 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 4149 members Mstep: Class 18 contains 226 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4673 members Mstep: Class 22 contains 3452 members Mstep: Class 23 contains 508 members Mstep: Class 24 contains 1732 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1010 members Mstep: Class 27 contains 2135 members Mstep: Class 28 contains 1645 members Mstep: Class 29 contains 1753 members Mstep: Class 30 contains 941 members Entering Unmasked Estep ConsiderDeletion Score: -1238739.250000 Penalty: 10901.717773 Iteration 93Q: 31 clusters Score -1238739 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1061 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2894 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1174 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 483 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 536 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4163 members Mstep: Class 18 contains 229 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4670 members Mstep: Class 22 contains 3453 members Mstep: Class 23 contains 510 members Mstep: Class 24 contains 1723 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2124 members Mstep: Class 28 contains 1643 members Mstep: Class 29 contains 1762 members Mstep: Class 30 contains 945 members Entering Unmasked Estep ConsiderDeletion Score: -1238752.625000 Penalty: 10901.717773 Iteration 94Q: 31 clusters Score -1238753 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5531 members Mstep: Class 3 contains 1061 members Mstep: Class 4 contains 310 members Mstep: Class 5 contains 2892 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1176 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 484 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 532 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4170 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 576 members Mstep: Class 21 contains 4669 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 511 members Mstep: Class 24 contains 1718 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2117 members Mstep: Class 28 contains 1643 members Mstep: Class 29 contains 1765 members Mstep: Class 30 contains 946 members Entering Unmasked Estep ConsiderDeletion Score: -1238764.500000 Penalty: 10901.717773 Iteration 95Q: 31 clusters Score -1238764 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1062 members Mstep: Class 4 contains 311 members Mstep: Class 5 contains 2891 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1182 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 484 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 241 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4662 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 507 members Mstep: Class 24 contains 1714 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2113 members Mstep: Class 28 contains 1643 members Mstep: Class 29 contains 1766 members Mstep: Class 30 contains 947 members Entering Unmasked Estep ConsiderDeletion Score: -1238774.250000 Penalty: 10901.717773 Iteration 96Q: 31 clusters Score -1238774 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1063 members Mstep: Class 4 contains 312 members Mstep: Class 5 contains 2889 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1194 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1014 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 526 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4180 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 575 members Mstep: Class 21 contains 4656 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 504 members Mstep: Class 24 contains 1709 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2104 members Mstep: Class 28 contains 1643 members Mstep: Class 29 contains 1775 members Mstep: Class 30 contains 949 members Entering Unmasked Estep ConsiderDeletion Score: -1238784.375000 Penalty: 10901.717773 Iteration 97Q: 31 clusters Score -1238784 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1069 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2886 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1199 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1013 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 524 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4182 members Mstep: Class 18 contains 248 members Mstep: Class 19 contains 7679 members Mstep: Class 20 contains 573 members Mstep: Class 21 contains 4646 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 504 members Mstep: Class 24 contains 1707 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2097 members Mstep: Class 28 contains 1645 members Mstep: Class 29 contains 1779 members Mstep: Class 30 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -1238792.625000 Penalty: 10901.717773 Iteration 98Q: 31 clusters Score -1238793 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1075 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2886 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1199 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1013 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 523 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4186 members Mstep: Class 18 contains 252 members Mstep: Class 19 contains 7679 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4641 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 502 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2093 members Mstep: Class 28 contains 1646 members Mstep: Class 29 contains 1779 members Mstep: Class 30 contains 952 members Entering Unmasked Estep ConsiderDeletion Score: -1238795.000000 Penalty: 10901.717773 Iteration 99Q: 31 clusters Score -1238795 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1079 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2885 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1202 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1012 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 521 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4188 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7679 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4636 members Mstep: Class 22 contains 3453 members Mstep: Class 23 contains 502 members Mstep: Class 24 contains 1702 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1647 members Mstep: Class 29 contains 1779 members Mstep: Class 30 contains 953 members Entering Unmasked Estep ConsiderDeletion Score: -1238800.875000 Penalty: 10901.717773 Iteration 100F: 31 clusters Score -1238801 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1081 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2884 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1011 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4628 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 502 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2089 members Mstep: Class 28 contains 1648 members Mstep: Class 29 contains 1781 members Mstep: Class 30 contains 956 members Entering Unmasked Estep ConsiderDeletion Score: -1238807.000000 Penalty: 10901.717773 Iteration 101Q: 31 clusters Score -1238807 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1080 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2883 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1209 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1009 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4625 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 501 members Mstep: Class 24 contains 1699 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2089 members Mstep: Class 28 contains 1650 members Mstep: Class 29 contains 1781 members Mstep: Class 30 contains 960 members Entering Unmasked Estep ConsiderDeletion Score: -1238809.750000 Penalty: 10901.717773 Iteration 102Q: 31 clusters Score -1238810 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5531 members Mstep: Class 3 contains 1079 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2879 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1213 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1009 members Mstep: Class 11 contains 492 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4624 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1700 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2089 members Mstep: Class 28 contains 1651 members Mstep: Class 29 contains 1780 members Mstep: Class 30 contains 968 members Entering Unmasked Estep ConsiderDeletion Score: -1238820.750000 Penalty: 10901.717773 Iteration 103Q: 31 clusters Score -1238821 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5531 members Mstep: Class 3 contains 1078 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2875 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1216 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1008 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4622 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 491 members Mstep: Class 24 contains 1700 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1652 members Mstep: Class 29 contains 1780 members Mstep: Class 30 contains 974 members Entering Unmasked Estep ConsiderDeletion Score: -1238824.750000 Penalty: 10901.717773 Iteration 104Q: 31 clusters Score -1238825 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5531 members Mstep: Class 3 contains 1079 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2874 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1215 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1006 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 572 members Mstep: Class 21 contains 4619 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1700 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1653 members Mstep: Class 29 contains 1781 members Mstep: Class 30 contains 977 members Entering Unmasked Estep ConsiderDeletion Score: -1238828.750000 Penalty: 10901.717773 Iteration 105Q: 31 clusters Score -1238829 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5527 members Mstep: Class 3 contains 1084 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2867 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1216 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1005 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 4605 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1700 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1009 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1662 members Mstep: Class 29 contains 1782 members Mstep: Class 30 contains 984 members Entering Unmasked Estep ConsiderDeletion Score: -1238834.375000 Penalty: 10901.717773 Iteration 106Q: 31 clusters Score -1238834 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5525 members Mstep: Class 3 contains 1090 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2864 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1215 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4300 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2278 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 570 members Mstep: Class 21 contains 4592 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1010 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1668 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 987 members Entering Unmasked Estep ConsiderDeletion Score: -1238838.500000 Penalty: 10901.717773 Iteration 107Q: 31 clusters Score -1238838 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5526 members Mstep: Class 3 contains 1097 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1217 members Mstep: Class 8 contains 2180 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4303 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2277 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4579 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1702 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1011 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1671 members Mstep: Class 29 contains 1782 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238841.250000 Penalty: 10901.717773 Iteration 108Q: 31 clusters Score -1238841 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1219 members Mstep: Class 8 contains 2179 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4302 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4190 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4562 members Mstep: Class 22 contains 3455 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1013 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1674 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238843.375000 Penalty: 10901.717773 Iteration 109Q: 31 clusters Score -1238843 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5533 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1222 members Mstep: Class 8 contains 2178 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4300 members Mstep: Class 14 contains 520 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4552 members Mstep: Class 22 contains 3456 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238847.875000 Penalty: 10901.717773 Iteration 110Q: 31 clusters Score -1238848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5532 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1224 members Mstep: Class 8 contains 2177 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4547 members Mstep: Class 22 contains 3457 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238848.000000 Penalty: 10901.717773 Iteration 111Q: 31 clusters Score -1238848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 519 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4543 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238848.625000 Penalty: 10901.717773 Iteration 112Q: 31 clusters Score -1238849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1228 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 518 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4541 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1783 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238849.000000 Penalty: 10901.717773 Iteration 113Q: 31 clusters Score -1238849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4541 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1784 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238849.500000 Penalty: 10901.717773 Iteration 114Q: 31 clusters Score -1238850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4301 members Mstep: Class 14 contains 514 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4541 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 680 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1786 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238849.125000 Penalty: 10901.717773 Iteration 115Q: 31 clusters Score -1238849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1230 members Mstep: Class 8 contains 2176 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4300 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2275 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4541 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 681 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1789 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238850.875000 Penalty: 10901.717773 Iteration 116Q: 31 clusters Score -1238851 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 2177 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4541 members Mstep: Class 22 contains 3458 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1791 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238849.000000 Penalty: 10901.717773 Iteration 117Q: 31 clusters Score -1238849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 2175 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4540 members Mstep: Class 22 contains 3460 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1792 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1238849.250000 Penalty: 10901.717773 Iteration 118Q: 31 clusters Score -1238849 nChanged 5 Entering ConstructFrom: Score: -1238849.250000 Penalty: 10901.717773 Entering ConstructFrom: Trying to split cluster 1 (1249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Entering Unmasked Estep Score: -27330.195312 Penalty: 235.293243 Iteration 0F: 2 clusters Score -27330.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -26405.716797 Penalty: 470.586487 Iteration 0F: 3 clusters Score -26405.72 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -26752.580078 Penalty: 470.586487 Iteration 1F: 3 clusters Score -26752.58 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -26833.927734 Penalty: 470.586487 Iteration 2F: 3 clusters Score -26833.93 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -26904.207031 Penalty: 470.586487 Iteration 3F: 3 clusters Score -26904.21 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -26951.359375 Penalty: 470.586487 Iteration 4F: 3 clusters Score -26951.36 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -26978.316406 Penalty: 470.586487 Iteration 5Q: 3 clusters Score -26978.32 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -27006.298828 Penalty: 470.586487 Iteration 6Q: 3 clusters Score -27006.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -27034.300781 Penalty: 470.586487 Iteration 7Q: 3 clusters Score -27034.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -27061.025391 Penalty: 470.586487 Iteration 8Q: 3 clusters Score -27061.03 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -27092.248047 Penalty: 470.586487 Iteration 9Q: 3 clusters Score -27092.25 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -27123.324219 Penalty: 470.586487 Iteration 10Q: 3 clusters Score -27123.32 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -27155.097656 Penalty: 470.586487 Iteration 11Q: 3 clusters Score -27155.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -27181.753906 Penalty: 470.586487 Iteration 12Q: 3 clusters Score -27181.75 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -27206.189453 Penalty: 470.586487 Iteration 13Q: 3 clusters Score -27206.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -27240.679688 Penalty: 470.586487 Iteration 14Q: 3 clusters Score -27240.68 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -27297.703125 Penalty: 470.586487 Iteration 15Q: 3 clusters Score -27297.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -27353.376953 Penalty: 470.586487 Iteration 16Q: 3 clusters Score -27353.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -27417.892578 Penalty: 470.586487 Iteration 17Q: 3 clusters Score -27417.89 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -27464.242188 Penalty: 470.586487 Iteration 18Q: 3 clusters Score -27464.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -27481.410156 Penalty: 470.586487 Iteration 19Q: 3 clusters Score -27481.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -27487.757812 Penalty: 470.586487 Iteration 20F: 3 clusters Score -27487.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -27489.416016 Penalty: 470.586487 Iteration 21Q: 3 clusters Score -27489.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -27490.082031 Penalty: 470.586487 Iteration 22Q: 3 clusters Score -27490.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -27490.621094 Penalty: 470.586487 Iteration 23Q: 3 clusters Score -27490.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -27490.621094 Penalty: 470.586487 Iteration 24F: 3 clusters Score -27490.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 2173 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4539 members Mstep: Class 22 contains 3461 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1793 members Mstep: Class 30 contains 988 members Mstep: Class 31 contains 443 members Entering Unmasked Estep Score: -1238883.125000 Penalty: 11265.108398 Splitting cluster 1 changes total score from -1238849.250000 to -1238883.125000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 2 (5534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Entering Unmasked Estep Score: -135345.031250 Penalty: 284.415955 Iteration 0F: 2 clusters Score -135345 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -131588.828125 Penalty: 568.831909 Iteration 0F: 3 clusters Score -131588.8 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -133162.062500 Penalty: 568.831909 Iteration 1F: 3 clusters Score -133162.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -133334.937500 Penalty: 568.831909 Iteration 2F: 3 clusters Score -133334.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -133474.140625 Penalty: 568.831909 Iteration 3F: 3 clusters Score -133474.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -133605.890625 Penalty: 568.831909 Iteration 4F: 3 clusters Score -133605.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -133709.984375 Penalty: 568.831909 Iteration 5Q: 3 clusters Score -133710 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -133798.656250 Penalty: 568.831909 Iteration 6Q: 3 clusters Score -133798.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -133889.187500 Penalty: 568.831909 Iteration 7Q: 3 clusters Score -133889.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -133986.375000 Penalty: 568.831909 Iteration 8Q: 3 clusters Score -133986.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -134095.968750 Penalty: 568.831909 Iteration 9Q: 3 clusters Score -134096 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -134234.812500 Penalty: 568.831909 Iteration 10Q: 3 clusters Score -134234.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -134362.921875 Penalty: 568.831909 Iteration 11Q: 3 clusters Score -134362.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -134492.468750 Penalty: 568.831909 Iteration 12Q: 3 clusters Score -134492.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -134608.578125 Penalty: 568.831909 Iteration 13Q: 3 clusters Score -134608.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -134705.296875 Penalty: 568.831909 Iteration 14Q: 3 clusters Score -134705.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -134771.812500 Penalty: 568.831909 Iteration 15Q: 3 clusters Score -134771.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -134816.406250 Penalty: 568.831909 Iteration 16Q: 3 clusters Score -134816.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -134847.156250 Penalty: 568.831909 Iteration 17Q: 3 clusters Score -134847.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -134875.484375 Penalty: 568.831909 Iteration 18Q: 3 clusters Score -134875.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -134907.500000 Penalty: 568.831909 Iteration 19Q: 3 clusters Score -134907.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -134953.265625 Penalty: 568.831909 Iteration 20F: 3 clusters Score -134953.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -135004.281250 Penalty: 568.831909 Iteration 21Q: 3 clusters Score -135004.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -135034.562500 Penalty: 568.831909 Iteration 22Q: 3 clusters Score -135034.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -135052.375000 Penalty: 568.831909 Iteration 23Q: 3 clusters Score -135052.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -135067.046875 Penalty: 568.831909 Iteration 24Q: 3 clusters Score -135067 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -135075.968750 Penalty: 568.831909 Iteration 25Q: 3 clusters Score -135076 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -135078.125000 Penalty: 568.831909 Iteration 26Q: 3 clusters Score -135078.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -135079.921875 Penalty: 568.831909 Iteration 27Q: 3 clusters Score -135079.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -135082.390625 Penalty: 568.831909 Iteration 28Q: 3 clusters Score -135082.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -135086.375000 Penalty: 568.831909 Iteration 29Q: 3 clusters Score -135086.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -135089.093750 Penalty: 568.831909 Iteration 30Q: 3 clusters Score -135089.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -135091.578125 Penalty: 568.831909 Iteration 31Q: 3 clusters Score -135091.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -135093.359375 Penalty: 568.831909 Iteration 32Q: 3 clusters Score -135093.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -135099.375000 Penalty: 568.831909 Iteration 33Q: 3 clusters Score -135099.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -135104.000000 Penalty: 568.831909 Iteration 34Q: 3 clusters Score -135104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -135106.171875 Penalty: 568.831909 Iteration 35Q: 3 clusters Score -135106.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -135106.750000 Penalty: 568.831909 Iteration 36Q: 3 clusters Score -135106.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -135107.093750 Penalty: 568.831909 Iteration 37Q: 3 clusters Score -135107.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -135107.281250 Penalty: 568.831909 Iteration 38Q: 3 clusters Score -135107.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -135107.281250 Penalty: 568.831909 Iteration 39F: 3 clusters Score -135107.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -26430.955078 Penalty: 231.220947 Iteration 0F: 2 clusters Score -26430.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25613.927734 Penalty: 462.441895 Iteration 0F: 3 clusters Score -25613.93 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -25910.421875 Penalty: 462.441895 Iteration 1F: 3 clusters Score -25910.42 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -25983.746094 Penalty: 462.441895 Iteration 2F: 3 clusters Score -25983.75 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -26023.941406 Penalty: 462.441895 Iteration 3F: 3 clusters Score -26023.94 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -26064.771484 Penalty: 462.441895 Iteration 4Q: 3 clusters Score -26064.77 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -26103.099609 Penalty: 462.441895 Iteration 5Q: 3 clusters Score -26103.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -26120.587891 Penalty: 462.441895 Iteration 6Q: 3 clusters Score -26120.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -26131.503906 Penalty: 462.441895 Iteration 7Q: 3 clusters Score -26131.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -26136.919922 Penalty: 462.441895 Iteration 8Q: 3 clusters Score -26136.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -26140.556641 Penalty: 462.441895 Iteration 9Q: 3 clusters Score -26140.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -26142.906250 Penalty: 462.441895 Iteration 10Q: 3 clusters Score -26142.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -26144.919922 Penalty: 462.441895 Iteration 11Q: 3 clusters Score -26144.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -26147.951172 Penalty: 462.441895 Iteration 12Q: 3 clusters Score -26147.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -26150.183594 Penalty: 462.441895 Iteration 13Q: 3 clusters Score -26150.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -26152.800781 Penalty: 462.441895 Iteration 14Q: 3 clusters Score -26152.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -26155.955078 Penalty: 462.441895 Iteration 15Q: 3 clusters Score -26155.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -26157.509766 Penalty: 462.441895 Iteration 16Q: 3 clusters Score -26157.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -26158.931641 Penalty: 462.441895 Iteration 17Q: 3 clusters Score -26158.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -26162.878906 Penalty: 462.441895 Iteration 18Q: 3 clusters Score -26162.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -26168.757812 Penalty: 462.441895 Iteration 19Q: 3 clusters Score -26168.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -26174.199219 Penalty: 462.441895 Iteration 20F: 3 clusters Score -26174.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -26176.138672 Penalty: 462.441895 Iteration 21Q: 3 clusters Score -26176.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -26179.083984 Penalty: 462.441895 Iteration 22Q: 3 clusters Score -26179.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -26181.291016 Penalty: 462.441895 Iteration 23Q: 3 clusters Score -26181.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -26182.869141 Penalty: 462.441895 Iteration 24Q: 3 clusters Score -26182.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -26184.306641 Penalty: 462.441895 Iteration 25Q: 3 clusters Score -26184.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -26184.666016 Penalty: 462.441895 Iteration 26Q: 3 clusters Score -26184.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -26185.458984 Penalty: 462.441895 Iteration 27Q: 3 clusters Score -26185.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -26185.861328 Penalty: 462.441895 Iteration 28Q: 3 clusters Score -26185.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -26185.861328 Penalty: 462.441895 Iteration 29F: 3 clusters Score -26185.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Entering Unmasked Estep Score: -7460.122070 Penalty: 189.624710 Iteration 0F: 2 clusters Score -7460.122 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7162.012695 Penalty: 379.249420 Iteration 0F: 3 clusters Score -7162.013 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -7247.618652 Penalty: 379.249420 Iteration 1F: 3 clusters Score -7247.619 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -7269.646973 Penalty: 379.249420 Iteration 2F: 3 clusters Score -7269.647 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -7278.204590 Penalty: 379.249420 Iteration 3Q: 3 clusters Score -7278.205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -7287.089355 Penalty: 379.249420 Iteration 4Q: 3 clusters Score -7287.089 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -7295.183105 Penalty: 379.249420 Iteration 5Q: 3 clusters Score -7295.183 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -7301.143066 Penalty: 379.249420 Iteration 6Q: 3 clusters Score -7301.143 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -7304.594238 Penalty: 379.249420 Iteration 7Q: 3 clusters Score -7304.594 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -7311.609375 Penalty: 379.249420 Iteration 8Q: 3 clusters Score -7311.609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -7314.232422 Penalty: 379.249420 Iteration 9Q: 3 clusters Score -7314.232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -7316.821777 Penalty: 379.249420 Iteration 10Q: 3 clusters Score -7316.822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -7318.745605 Penalty: 379.249420 Iteration 11Q: 3 clusters Score -7318.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -7318.745605 Penalty: 379.249420 Iteration 12F: 3 clusters Score -7318.746 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Entering Unmasked Estep Score: -68535.648438 Penalty: 262.667633 Iteration 0F: 2 clusters Score -68535.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -66621.390625 Penalty: 525.335266 Iteration 0F: 3 clusters Score -66621.39 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -67509.320312 Penalty: 525.335266 Iteration 1F: 3 clusters Score -67509.32 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -67723.429688 Penalty: 525.335266 Iteration 2F: 3 clusters Score -67723.43 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -67882.023438 Penalty: 525.335266 Iteration 3F: 3 clusters Score -67882.02 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -67994.695312 Penalty: 525.335266 Iteration 4F: 3 clusters Score -67994.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -68083.718750 Penalty: 525.335266 Iteration 5F: 3 clusters Score -68083.72 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -68146.664062 Penalty: 525.335266 Iteration 6Q: 3 clusters Score -68146.66 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -68191.218750 Penalty: 525.335266 Iteration 7Q: 3 clusters Score -68191.22 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -68226.500000 Penalty: 525.335266 Iteration 8Q: 3 clusters Score -68226.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -68265.015625 Penalty: 525.335266 Iteration 9Q: 3 clusters Score -68265.02 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -68296.523438 Penalty: 525.335266 Iteration 10Q: 3 clusters Score -68296.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -68316.218750 Penalty: 525.335266 Iteration 11Q: 3 clusters Score -68316.22 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -68328.109375 Penalty: 525.335266 Iteration 12Q: 3 clusters Score -68328.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -68335.765625 Penalty: 525.335266 Iteration 13Q: 3 clusters Score -68335.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -68341.359375 Penalty: 525.335266 Iteration 14Q: 3 clusters Score -68341.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -68344.656250 Penalty: 525.335266 Iteration 15Q: 3 clusters Score -68344.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -68348.859375 Penalty: 525.335266 Iteration 16Q: 3 clusters Score -68348.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -68356.273438 Penalty: 525.335266 Iteration 17Q: 3 clusters Score -68356.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -68364.445312 Penalty: 525.335266 Iteration 18Q: 3 clusters Score -68364.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -68371.976562 Penalty: 525.335266 Iteration 19Q: 3 clusters Score -68371.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -68378.234375 Penalty: 525.335266 Iteration 20F: 3 clusters Score -68378.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -68382.195312 Penalty: 525.335266 Iteration 21Q: 3 clusters Score -68382.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -68384.648438 Penalty: 525.335266 Iteration 22Q: 3 clusters Score -68384.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -68387.148438 Penalty: 525.335266 Iteration 23Q: 3 clusters Score -68387.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -68387.914062 Penalty: 525.335266 Iteration 24Q: 3 clusters Score -68387.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -68388.687500 Penalty: 525.335266 Iteration 25Q: 3 clusters Score -68388.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -68389.414062 Penalty: 525.335266 Iteration 26Q: 3 clusters Score -68389.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -68390.640625 Penalty: 525.335266 Iteration 27Q: 3 clusters Score -68390.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -68392.421875 Penalty: 525.335266 Iteration 28Q: 3 clusters Score -68392.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -68395.093750 Penalty: 525.335266 Iteration 29Q: 3 clusters Score -68395.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -68398.125000 Penalty: 525.335266 Iteration 30Q: 3 clusters Score -68398.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -68402.140625 Penalty: 525.335266 Iteration 31Q: 3 clusters Score -68402.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -68404.046875 Penalty: 525.335266 Iteration 32Q: 3 clusters Score -68404.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -68404.976562 Penalty: 525.335266 Iteration 33Q: 3 clusters Score -68404.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -68406.218750 Penalty: 525.335266 Iteration 34Q: 3 clusters Score -68406.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -68407.140625 Penalty: 525.335266 Iteration 35Q: 3 clusters Score -68407.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -68407.359375 Penalty: 525.335266 Iteration 36Q: 3 clusters Score -68407.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -68407.859375 Penalty: 525.335266 Iteration 37Q: 3 clusters Score -68407.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -68408.695312 Penalty: 525.335266 Iteration 38Q: 3 clusters Score -68408.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -68409.804688 Penalty: 525.335266 Iteration 39Q: 3 clusters Score -68409.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -68410.468750 Penalty: 525.335266 Iteration 40F: 3 clusters Score -68410.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -68411.062500 Penalty: 525.335266 Iteration 41Q: 3 clusters Score -68411.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -68411.617188 Penalty: 525.335266 Iteration 42Q: 3 clusters Score -68411.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -68412.601562 Penalty: 525.335266 Iteration 43Q: 3 clusters Score -68412.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -68412.921875 Penalty: 525.335266 Iteration 44Q: 3 clusters Score -68412.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -68413.257812 Penalty: 525.335266 Iteration 45Q: 3 clusters Score -68413.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -68413.492188 Penalty: 525.335266 Iteration 46Q: 3 clusters Score -68413.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -68413.570312 Penalty: 525.335266 Iteration 47Q: 3 clusters Score -68413.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -68413.570312 Penalty: 525.335266 Iteration 48F: 3 clusters Score -68413.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Entering Unmasked Estep Score: -16572.031250 Penalty: 216.514023 Iteration 0F: 2 clusters Score -16572.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -16023.101562 Penalty: 433.028046 Iteration 0F: 3 clusters Score -16023.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16180.153320 Penalty: 433.028046 Iteration 1F: 3 clusters Score -16180.15 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -16207.268555 Penalty: 433.028046 Iteration 2F: 3 clusters Score -16207.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -16223.529297 Penalty: 433.028046 Iteration 3Q: 3 clusters Score -16223.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -16247.050781 Penalty: 433.028046 Iteration 4Q: 3 clusters Score -16247.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16278.528320 Penalty: 433.028046 Iteration 5Q: 3 clusters Score -16278.53 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -16298.956055 Penalty: 433.028046 Iteration 6Q: 3 clusters Score -16298.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -16314.460938 Penalty: 433.028046 Iteration 7Q: 3 clusters Score -16314.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16330.013672 Penalty: 433.028046 Iteration 8Q: 3 clusters Score -16330.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16339.986328 Penalty: 433.028046 Iteration 9Q: 3 clusters Score -16339.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16344.502930 Penalty: 433.028046 Iteration 10Q: 3 clusters Score -16344.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16349.791016 Penalty: 433.028046 Iteration 11Q: 3 clusters Score -16349.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16351.890625 Penalty: 433.028046 Iteration 12Q: 3 clusters Score -16351.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16352.094727 Penalty: 433.028046 Iteration 13Q: 3 clusters Score -16352.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16352.094727 Penalty: 433.028046 Iteration 14F: 3 clusters Score -16352.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Entering Unmasked Estep Score: -26457.843750 Penalty: 234.760544 Iteration 0F: 2 clusters Score -26457.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -25555.509766 Penalty: 469.521088 Iteration 0F: 3 clusters Score -25555.51 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -25853.408203 Penalty: 469.521088 Iteration 1F: 3 clusters Score -25853.41 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -25906.312500 Penalty: 469.521088 Iteration 2F: 3 clusters Score -25906.31 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -25977.119141 Penalty: 469.521088 Iteration 3F: 3 clusters Score -25977.12 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -26073.746094 Penalty: 469.521088 Iteration 4F: 3 clusters Score -26073.75 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -26150.001953 Penalty: 469.521088 Iteration 5F: 3 clusters Score -26150 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -26239.849609 Penalty: 469.521088 Iteration 6F: 3 clusters Score -26239.85 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -26291.927734 Penalty: 469.521088 Iteration 7Q: 3 clusters Score -26291.93 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -26320.066406 Penalty: 469.521088 Iteration 8Q: 3 clusters Score -26320.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -26333.468750 Penalty: 469.521088 Iteration 9Q: 3 clusters Score -26333.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -26345.265625 Penalty: 469.521088 Iteration 10Q: 3 clusters Score -26345.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -26354.580078 Penalty: 469.521088 Iteration 11Q: 3 clusters Score -26354.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -26364.576172 Penalty: 469.521088 Iteration 12Q: 3 clusters Score -26364.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26378.724609 Penalty: 469.521088 Iteration 13Q: 3 clusters Score -26378.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -26396.783203 Penalty: 469.521088 Iteration 14Q: 3 clusters Score -26396.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -26411.339844 Penalty: 469.521088 Iteration 15Q: 3 clusters Score -26411.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -26418.376953 Penalty: 469.521088 Iteration 16Q: 3 clusters Score -26418.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26425.576172 Penalty: 469.521088 Iteration 17Q: 3 clusters Score -26425.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -26429.658203 Penalty: 469.521088 Iteration 18Q: 3 clusters Score -26429.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -26432.724609 Penalty: 469.521088 Iteration 19Q: 3 clusters Score -26432.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -26434.357422 Penalty: 469.521088 Iteration 20F: 3 clusters Score -26434.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -26437.289062 Penalty: 469.521088 Iteration 21Q: 3 clusters Score -26437.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -26439.187500 Penalty: 469.521088 Iteration 22Q: 3 clusters Score -26439.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -26440.095703 Penalty: 469.521088 Iteration 23Q: 3 clusters Score -26440.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -26440.095703 Penalty: 469.521088 Iteration 24F: 3 clusters Score -26440.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Entering Unmasked Estep Score: -51234.652344 Penalty: 253.567520 Iteration 0F: 2 clusters Score -51234.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -49774.421875 Penalty: 507.135040 Iteration 0F: 3 clusters Score -49774.42 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -50379.042969 Penalty: 507.135040 Iteration 1F: 3 clusters Score -50379.04 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -50584.062500 Penalty: 507.135040 Iteration 2F: 3 clusters Score -50584.06 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -50845.683594 Penalty: 507.135040 Iteration 3F: 3 clusters Score -50845.68 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -51052.570312 Penalty: 507.135040 Iteration 4F: 3 clusters Score -51052.57 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -51231.949219 Penalty: 507.135040 Iteration 5F: 3 clusters Score -51231.95 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -51349.917969 Penalty: 507.135040 Iteration 6F: 3 clusters Score -51349.92 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -51420.867188 Penalty: 507.135040 Iteration 7Q: 3 clusters Score -51420.87 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -51459.832031 Penalty: 507.135040 Iteration 8Q: 3 clusters Score -51459.83 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -51474.242188 Penalty: 507.135040 Iteration 9Q: 3 clusters Score -51474.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -51478.363281 Penalty: 507.135040 Iteration 10Q: 3 clusters Score -51478.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -51481.222656 Penalty: 507.135040 Iteration 11Q: 3 clusters Score -51481.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -51485.097656 Penalty: 507.135040 Iteration 12Q: 3 clusters Score -51485.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -51486.406250 Penalty: 507.135040 Iteration 13Q: 3 clusters Score -51486.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -51487.203125 Penalty: 507.135040 Iteration 14Q: 3 clusters Score -51487.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -51488.179688 Penalty: 507.135040 Iteration 15Q: 3 clusters Score -51488.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -51488.707031 Penalty: 507.135040 Iteration 16Q: 3 clusters Score -51488.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -51488.878906 Penalty: 507.135040 Iteration 17Q: 3 clusters Score -51488.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -51488.957031 Penalty: 507.135040 Iteration 18Q: 3 clusters Score -51488.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -51488.957031 Penalty: 507.135040 Iteration 19F: 3 clusters Score -51488.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 603 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 2808 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4539 members Mstep: Class 22 contains 3461 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1793 members Mstep: Class 30 contains 988 members Mstep: Class 31 contains 443 members Mstep: Class 32 contains 1570 members Entering Unmasked Estep Score: -1239026.250000 Penalty: 11628.499023 Splitting cluster 8 changes total score from -1238849.250000 to -1239026.250000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 9 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -3119.147461 Penalty: 171.732224 Iteration 0F: 2 clusters Score -3119.147 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -2882.614258 Penalty: 343.464447 Iteration 0F: 3 clusters Score -2882.614 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -2941.118896 Penalty: 343.464447 Iteration 1F: 3 clusters Score -2941.119 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -2955.287598 Penalty: 343.464447 Iteration 2F: 3 clusters Score -2955.288 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -2964.771729 Penalty: 343.464447 Iteration 3Q: 3 clusters Score -2964.772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -2968.096191 Penalty: 343.464447 Iteration 4Q: 3 clusters Score -2968.096 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -2969.549072 Penalty: 343.464447 Iteration 5Q: 3 clusters Score -2969.549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -2970.873535 Penalty: 343.464447 Iteration 6Q: 3 clusters Score -2970.874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -2971.278809 Penalty: 343.464447 Iteration 7Q: 3 clusters Score -2971.279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -2973.387939 Penalty: 343.464447 Iteration 8Q: 3 clusters Score -2973.388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -2976.113281 Penalty: 343.464447 Iteration 9Q: 3 clusters Score -2976.113 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -2981.466553 Penalty: 343.464447 Iteration 10Q: 3 clusters Score -2981.467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2985.976562 Penalty: 343.464447 Iteration 11Q: 3 clusters Score -2985.977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2991.702637 Penalty: 343.464447 Iteration 12Q: 3 clusters Score -2991.703 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -2995.779297 Penalty: 343.464447 Iteration 13Q: 3 clusters Score -2995.779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2996.094482 Penalty: 343.464447 Iteration 14Q: 3 clusters Score -2996.094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2996.094482 Penalty: 343.464447 Iteration 15F: 3 clusters Score -2996.094 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -20427.957031 Penalty: 228.054779 Iteration 0F: 2 clusters Score -20427.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -19693.097656 Penalty: 456.109558 Iteration 0F: 3 clusters Score -19693.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -19926.005859 Penalty: 456.109558 Iteration 1F: 3 clusters Score -19926.01 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -20001.554688 Penalty: 456.109558 Iteration 2F: 3 clusters Score -20001.55 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -20058.816406 Penalty: 456.109558 Iteration 3F: 3 clusters Score -20058.82 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -20100.445312 Penalty: 456.109558 Iteration 4F: 3 clusters Score -20100.45 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -20126.273438 Penalty: 456.109558 Iteration 5Q: 3 clusters Score -20126.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -20147.220703 Penalty: 456.109558 Iteration 6Q: 3 clusters Score -20147.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -20163.078125 Penalty: 456.109558 Iteration 7Q: 3 clusters Score -20163.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20170.804688 Penalty: 456.109558 Iteration 8Q: 3 clusters Score -20170.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -20176.052734 Penalty: 456.109558 Iteration 9Q: 3 clusters Score -20176.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -20181.433594 Penalty: 456.109558 Iteration 10Q: 3 clusters Score -20181.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -20184.541016 Penalty: 456.109558 Iteration 11Q: 3 clusters Score -20184.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -20188.683594 Penalty: 456.109558 Iteration 12Q: 3 clusters Score -20188.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -20194.220703 Penalty: 456.109558 Iteration 13Q: 3 clusters Score -20194.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -20201.259766 Penalty: 456.109558 Iteration 14Q: 3 clusters Score -20201.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -20211.687500 Penalty: 456.109558 Iteration 15Q: 3 clusters Score -20211.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -20221.025391 Penalty: 456.109558 Iteration 16Q: 3 clusters Score -20221.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -20230.798828 Penalty: 456.109558 Iteration 17Q: 3 clusters Score -20230.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -20243.890625 Penalty: 456.109558 Iteration 18Q: 3 clusters Score -20243.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -20255.900391 Penalty: 456.109558 Iteration 19Q: 3 clusters Score -20255.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -20261.705078 Penalty: 456.109558 Iteration 20F: 3 clusters Score -20261.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -20270.046875 Penalty: 456.109558 Iteration 21Q: 3 clusters Score -20270.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -20276.847656 Penalty: 456.109558 Iteration 22Q: 3 clusters Score -20276.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -20283.128906 Penalty: 456.109558 Iteration 23Q: 3 clusters Score -20283.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -20292.400391 Penalty: 456.109558 Iteration 24Q: 3 clusters Score -20292.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -20299.544922 Penalty: 456.109558 Iteration 25Q: 3 clusters Score -20299.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -20306.779297 Penalty: 456.109558 Iteration 26Q: 3 clusters Score -20306.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -20313.302734 Penalty: 456.109558 Iteration 27Q: 3 clusters Score -20313.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -20314.810547 Penalty: 456.109558 Iteration 28Q: 3 clusters Score -20314.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -20314.810547 Penalty: 456.109558 Iteration 29F: 3 clusters Score -20314.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -11983.936523 Penalty: 204.482651 Iteration 0F: 2 clusters Score -11983.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11558.290039 Penalty: 408.965302 Iteration 0F: 3 clusters Score -11558.29 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11703.036133 Penalty: 408.965302 Iteration 1F: 3 clusters Score -11703.04 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11757.825195 Penalty: 408.965302 Iteration 2F: 3 clusters Score -11757.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11780.019531 Penalty: 408.965302 Iteration 3F: 3 clusters Score -11780.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11786.733398 Penalty: 408.965302 Iteration 4Q: 3 clusters Score -11786.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -11791.643555 Penalty: 408.965302 Iteration 5Q: 3 clusters Score -11791.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -11793.553711 Penalty: 408.965302 Iteration 6Q: 3 clusters Score -11793.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -11794.566406 Penalty: 408.965302 Iteration 7Q: 3 clusters Score -11794.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -11794.942383 Penalty: 408.965302 Iteration 8Q: 3 clusters Score -11794.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -11795.316406 Penalty: 408.965302 Iteration 9Q: 3 clusters Score -11795.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -11795.316406 Penalty: 408.965302 Iteration 10F: 3 clusters Score -11795.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Entering Unmasked Estep Score: -65347.007812 Penalty: 260.659821 Iteration 0F: 2 clusters Score -65347.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -63419.375000 Penalty: 521.319641 Iteration 0F: 3 clusters Score -63419.38 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -64133.773438 Penalty: 521.319641 Iteration 1F: 3 clusters Score -64133.77 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -64255.281250 Penalty: 521.319641 Iteration 2F: 3 clusters Score -64255.28 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -64418.246094 Penalty: 521.319641 Iteration 3F: 3 clusters Score -64418.25 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -64563.484375 Penalty: 521.319641 Iteration 4F: 3 clusters Score -64563.48 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -64654.535156 Penalty: 521.319641 Iteration 5F: 3 clusters Score -64654.54 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -64732.734375 Penalty: 521.319641 Iteration 6F: 3 clusters Score -64732.73 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -64792.656250 Penalty: 521.319641 Iteration 7Q: 3 clusters Score -64792.66 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -64850.121094 Penalty: 521.319641 Iteration 8Q: 3 clusters Score -64850.12 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -64891.898438 Penalty: 521.319641 Iteration 9Q: 3 clusters Score -64891.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -64925.433594 Penalty: 521.319641 Iteration 10Q: 3 clusters Score -64925.43 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -64951.515625 Penalty: 521.319641 Iteration 11Q: 3 clusters Score -64951.52 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -64981.820312 Penalty: 521.319641 Iteration 12Q: 3 clusters Score -64981.82 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -64998.589844 Penalty: 521.319641 Iteration 13Q: 3 clusters Score -64998.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -65012.031250 Penalty: 521.319641 Iteration 14Q: 3 clusters Score -65012.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -65020.898438 Penalty: 521.319641 Iteration 15Q: 3 clusters Score -65020.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -65026.582031 Penalty: 521.319641 Iteration 16Q: 3 clusters Score -65026.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -65030.765625 Penalty: 521.319641 Iteration 17Q: 3 clusters Score -65030.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -65033.359375 Penalty: 521.319641 Iteration 18Q: 3 clusters Score -65033.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -65034.906250 Penalty: 521.319641 Iteration 19Q: 3 clusters Score -65034.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -65036.421875 Penalty: 521.319641 Iteration 20F: 3 clusters Score -65036.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -65037.015625 Penalty: 521.319641 Iteration 21Q: 3 clusters Score -65037.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -65037.609375 Penalty: 521.319641 Iteration 22Q: 3 clusters Score -65037.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -65038.203125 Penalty: 521.319641 Iteration 23Q: 3 clusters Score -65038.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -65038.585938 Penalty: 521.319641 Iteration 24Q: 3 clusters Score -65038.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -65039.316406 Penalty: 521.319641 Iteration 25Q: 3 clusters Score -65039.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -65039.457031 Penalty: 521.319641 Iteration 26Q: 3 clusters Score -65039.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -65039.882812 Penalty: 521.319641 Iteration 27Q: 3 clusters Score -65039.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -65040.136719 Penalty: 521.319641 Iteration 28Q: 3 clusters Score -65040.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -65040.269531 Penalty: 521.319641 Iteration 29Q: 3 clusters Score -65040.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -65040.441406 Penalty: 521.319641 Iteration 30Q: 3 clusters Score -65040.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -65040.441406 Penalty: 521.319641 Iteration 31F: 3 clusters Score -65040.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Entering Unmasked Estep Score: -97198.250000 Penalty: 276.074860 Iteration 0F: 2 clusters Score -97198.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -94274.765625 Penalty: 552.149719 Iteration 0F: 3 clusters Score -94274.77 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -95481.750000 Penalty: 552.149719 Iteration 1F: 3 clusters Score -95481.75 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -95638.367188 Penalty: 552.149719 Iteration 2F: 3 clusters Score -95638.37 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -95821.390625 Penalty: 552.149719 Iteration 3F: 3 clusters Score -95821.39 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -95999.406250 Penalty: 552.149719 Iteration 4F: 3 clusters Score -95999.41 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -96167.054688 Penalty: 552.149719 Iteration 5F: 3 clusters Score -96167.05 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -96321.062500 Penalty: 552.149719 Iteration 6Q: 3 clusters Score -96321.06 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -96472.867188 Penalty: 552.149719 Iteration 7Q: 3 clusters Score -96472.87 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -96571.750000 Penalty: 552.149719 Iteration 8Q: 3 clusters Score -96571.75 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -96633.570312 Penalty: 552.149719 Iteration 9Q: 3 clusters Score -96633.57 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -96676.500000 Penalty: 552.149719 Iteration 10Q: 3 clusters Score -96676.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -96715.984375 Penalty: 552.149719 Iteration 11Q: 3 clusters Score -96715.98 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -96749.093750 Penalty: 552.149719 Iteration 12Q: 3 clusters Score -96749.09 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -96774.718750 Penalty: 552.149719 Iteration 13Q: 3 clusters Score -96774.72 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -96793.093750 Penalty: 552.149719 Iteration 14Q: 3 clusters Score -96793.09 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -96813.632812 Penalty: 552.149719 Iteration 15Q: 3 clusters Score -96813.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -96834.296875 Penalty: 552.149719 Iteration 16Q: 3 clusters Score -96834.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -96851.148438 Penalty: 552.149719 Iteration 17Q: 3 clusters Score -96851.15 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -96863.093750 Penalty: 552.149719 Iteration 18Q: 3 clusters Score -96863.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -96876.445312 Penalty: 552.149719 Iteration 19Q: 3 clusters Score -96876.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -96884.437500 Penalty: 552.149719 Iteration 20F: 3 clusters Score -96884.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -96887.585938 Penalty: 552.149719 Iteration 21Q: 3 clusters Score -96887.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -96889.171875 Penalty: 552.149719 Iteration 22Q: 3 clusters Score -96889.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -96891.148438 Penalty: 552.149719 Iteration 23Q: 3 clusters Score -96891.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -96891.445312 Penalty: 552.149719 Iteration 24Q: 3 clusters Score -96891.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -96891.648438 Penalty: 552.149719 Iteration 25Q: 3 clusters Score -96891.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -96891.812500 Penalty: 552.149719 Iteration 26Q: 3 clusters Score -96891.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -96892.406250 Penalty: 552.149719 Iteration 27Q: 3 clusters Score -96892.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -96893.179688 Penalty: 552.149719 Iteration 28Q: 3 clusters Score -96893.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -96893.867188 Penalty: 552.149719 Iteration 29Q: 3 clusters Score -96893.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -96893.867188 Penalty: 552.149719 Iteration 30F: 3 clusters Score -96893.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -8898.684570 Penalty: 205.864716 Iteration 0F: 2 clusters Score -8898.685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -8448.620117 Penalty: 411.729431 Iteration 0F: 3 clusters Score -8448.62 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -8612.676758 Penalty: 411.729431 Iteration 1F: 3 clusters Score -8612.677 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -8674.259766 Penalty: 411.729431 Iteration 2F: 3 clusters Score -8674.26 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -8721.456055 Penalty: 411.729431 Iteration 3F: 3 clusters Score -8721.456 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -8745.803711 Penalty: 411.729431 Iteration 4F: 3 clusters Score -8745.804 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8760.184570 Penalty: 411.729431 Iteration 5Q: 3 clusters Score -8760.185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8766.777344 Penalty: 411.729431 Iteration 6Q: 3 clusters Score -8766.777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -8775.319336 Penalty: 411.729431 Iteration 7Q: 3 clusters Score -8775.319 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -8780.068359 Penalty: 411.729431 Iteration 8Q: 3 clusters Score -8780.068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -8781.775391 Penalty: 411.729431 Iteration 9Q: 3 clusters Score -8781.775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8783.167969 Penalty: 411.729431 Iteration 10Q: 3 clusters Score -8783.168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8783.815430 Penalty: 411.729431 Iteration 11Q: 3 clusters Score -8783.815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8784.794922 Penalty: 411.729431 Iteration 12Q: 3 clusters Score -8784.795 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8784.794922 Penalty: 411.729431 Iteration 13F: 3 clusters Score -8784.795 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Entering Unmasked Estep Score: -62338.902344 Penalty: 262.027496 Iteration 0F: 2 clusters Score -62338.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -60437.554688 Penalty: 524.054993 Iteration 0F: 3 clusters Score -60437.55 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -61248.386719 Penalty: 524.054993 Iteration 1F: 3 clusters Score -61248.39 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -61412.500000 Penalty: 524.054993 Iteration 2F: 3 clusters Score -61412.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -61561.394531 Penalty: 524.054993 Iteration 3F: 3 clusters Score -61561.39 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -61729.109375 Penalty: 524.054993 Iteration 4F: 3 clusters Score -61729.11 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -61901.382812 Penalty: 524.054993 Iteration 5F: 3 clusters Score -61901.38 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -62035.046875 Penalty: 524.054993 Iteration 6F: 3 clusters Score -62035.05 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -62112.160156 Penalty: 524.054993 Iteration 7Q: 3 clusters Score -62112.16 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -62158.933594 Penalty: 524.054993 Iteration 8Q: 3 clusters Score -62158.93 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -62187.722656 Penalty: 524.054993 Iteration 9Q: 3 clusters Score -62187.72 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -62216.601562 Penalty: 524.054993 Iteration 10Q: 3 clusters Score -62216.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -62242.800781 Penalty: 524.054993 Iteration 11Q: 3 clusters Score -62242.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -62272.292969 Penalty: 524.054993 Iteration 12Q: 3 clusters Score -62272.29 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -62306.562500 Penalty: 524.054993 Iteration 13Q: 3 clusters Score -62306.56 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -62340.203125 Penalty: 524.054993 Iteration 14Q: 3 clusters Score -62340.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -62378.707031 Penalty: 524.054993 Iteration 15Q: 3 clusters Score -62378.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -62399.042969 Penalty: 524.054993 Iteration 16Q: 3 clusters Score -62399.04 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -62416.406250 Penalty: 524.054993 Iteration 17Q: 3 clusters Score -62416.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -62427.296875 Penalty: 524.054993 Iteration 18Q: 3 clusters Score -62427.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -62433.910156 Penalty: 524.054993 Iteration 19Q: 3 clusters Score -62433.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -62447.742188 Penalty: 524.054993 Iteration 20F: 3 clusters Score -62447.74 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -62470.058594 Penalty: 524.054993 Iteration 21Q: 3 clusters Score -62470.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -62499.953125 Penalty: 524.054993 Iteration 22Q: 3 clusters Score -62499.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -62512.835938 Penalty: 524.054993 Iteration 23Q: 3 clusters Score -62512.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -62526.054688 Penalty: 524.054993 Iteration 24Q: 3 clusters Score -62526.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -62532.441406 Penalty: 524.054993 Iteration 25Q: 3 clusters Score -62532.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -62534.343750 Penalty: 524.054993 Iteration 26Q: 3 clusters Score -62534.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -62534.902344 Penalty: 524.054993 Iteration 27Q: 3 clusters Score -62534.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -62535.160156 Penalty: 524.054993 Iteration 28Q: 3 clusters Score -62535.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -62535.171875 Penalty: 524.054993 Iteration 29Q: 3 clusters Score -62535.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -62535.171875 Penalty: 524.054993 Iteration 30F: 3 clusters Score -62535.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 603 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 272 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4539 members Mstep: Class 22 contains 3461 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1793 members Mstep: Class 30 contains 988 members Mstep: Class 31 contains 443 members Mstep: Class 32 contains 1570 members Mstep: Class 33 contains 2536 members Entering Unmasked Estep Score: -1239122.375000 Penalty: 11991.889648 Splitting cluster 15 changes total score from -1238849.250000 to -1239122.375000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 16 (2274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Entering Unmasked Estep Score: -59581.238281 Penalty: 255.066757 Iteration 0F: 2 clusters Score -59581.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -58014.222656 Penalty: 510.133514 Iteration 0F: 3 clusters Score -58014.22 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -58602.339844 Penalty: 510.133514 Iteration 1F: 3 clusters Score -58602.34 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -58733.703125 Penalty: 510.133514 Iteration 2F: 3 clusters Score -58733.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -58852.074219 Penalty: 510.133514 Iteration 3F: 3 clusters Score -58852.07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -58959.457031 Penalty: 510.133514 Iteration 4F: 3 clusters Score -58959.46 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -59063.753906 Penalty: 510.133514 Iteration 5F: 3 clusters Score -59063.75 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -59154.941406 Penalty: 510.133514 Iteration 6Q: 3 clusters Score -59154.94 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -59250.242188 Penalty: 510.133514 Iteration 7Q: 3 clusters Score -59250.24 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -59306.750000 Penalty: 510.133514 Iteration 8Q: 3 clusters Score -59306.75 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -59349.726562 Penalty: 510.133514 Iteration 9Q: 3 clusters Score -59349.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -59368.140625 Penalty: 510.133514 Iteration 10Q: 3 clusters Score -59368.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -59383.343750 Penalty: 510.133514 Iteration 11Q: 3 clusters Score -59383.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -59394.894531 Penalty: 510.133514 Iteration 12Q: 3 clusters Score -59394.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -59402.621094 Penalty: 510.133514 Iteration 13Q: 3 clusters Score -59402.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -59408.554688 Penalty: 510.133514 Iteration 14Q: 3 clusters Score -59408.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -59416.582031 Penalty: 510.133514 Iteration 15Q: 3 clusters Score -59416.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -59421.500000 Penalty: 510.133514 Iteration 16Q: 3 clusters Score -59421.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -59423.078125 Penalty: 510.133514 Iteration 17Q: 3 clusters Score -59423.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -59423.078125 Penalty: 510.133514 Iteration 18F: 3 clusters Score -59423.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Entering Unmasked Estep Score: -103702.757812 Penalty: 275.227173 Iteration 0F: 2 clusters Score -103702.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -100863.453125 Penalty: 550.454346 Iteration 0F: 3 clusters Score -100863.5 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -102122.398438 Penalty: 550.454346 Iteration 1F: 3 clusters Score -102122.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -102402.234375 Penalty: 550.454346 Iteration 2F: 3 clusters Score -102402.2 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -102756.132812 Penalty: 550.454346 Iteration 3F: 3 clusters Score -102756.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -103067.242188 Penalty: 550.454346 Iteration 4F: 3 clusters Score -103067.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -103264.085938 Penalty: 550.454346 Iteration 5Q: 3 clusters Score -103264.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -103371.429688 Penalty: 550.454346 Iteration 6Q: 3 clusters Score -103371.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -103416.335938 Penalty: 550.454346 Iteration 7Q: 3 clusters Score -103416.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -103438.179688 Penalty: 550.454346 Iteration 8Q: 3 clusters Score -103438.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -103457.789062 Penalty: 550.454346 Iteration 9Q: 3 clusters Score -103457.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -103474.179688 Penalty: 550.454346 Iteration 10Q: 3 clusters Score -103474.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -103488.320312 Penalty: 550.454346 Iteration 11Q: 3 clusters Score -103488.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -103502.171875 Penalty: 550.454346 Iteration 12Q: 3 clusters Score -103502.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -103509.820312 Penalty: 550.454346 Iteration 13Q: 3 clusters Score -103509.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -103510.148438 Penalty: 550.454346 Iteration 14Q: 3 clusters Score -103510.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -103510.148438 Penalty: 550.454346 Iteration 15F: 3 clusters Score -103510.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Entering Unmasked Estep Score: -3917.013428 Penalty: 182.732040 Iteration 0F: 2 clusters Score -3917.013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -3651.493896 Penalty: 365.464081 Iteration 0F: 3 clusters Score -3651.494 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -3736.711426 Penalty: 365.464081 Iteration 1F: 3 clusters Score -3736.711 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -3761.009033 Penalty: 365.464081 Iteration 2F: 3 clusters Score -3761.009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -3777.510986 Penalty: 365.464081 Iteration 3Q: 3 clusters Score -3777.511 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -3791.132568 Penalty: 365.464081 Iteration 4Q: 3 clusters Score -3791.133 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -3797.944336 Penalty: 365.464081 Iteration 5Q: 3 clusters Score -3797.944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -3800.770020 Penalty: 365.464081 Iteration 6Q: 3 clusters Score -3800.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -3801.243408 Penalty: 365.464081 Iteration 7Q: 3 clusters Score -3801.243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -3801.243408 Penalty: 365.464081 Iteration 8F: 3 clusters Score -3801.243 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Entering Unmasked Estep Score: -184797.515625 Penalty: 295.230377 Iteration 0F: 2 clusters Score -184797.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -179713.093750 Penalty: 590.460754 Iteration 0F: 3 clusters Score -179713.1 nChanged 3515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -181833.343750 Penalty: 590.460754 Iteration 1F: 3 clusters Score -181833.3 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -182194.093750 Penalty: 590.460754 Iteration 2F: 3 clusters Score -182194.1 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -182611.078125 Penalty: 590.460754 Iteration 3F: 3 clusters Score -182611.1 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -182996.812500 Penalty: 590.460754 Iteration 4F: 3 clusters Score -182996.8 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -183283.000000 Penalty: 590.460754 Iteration 5F: 3 clusters Score -183283 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -183478.765625 Penalty: 590.460754 Iteration 6Q: 3 clusters Score -183478.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -183607.078125 Penalty: 590.460754 Iteration 7Q: 3 clusters Score -183607.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -183683.031250 Penalty: 590.460754 Iteration 8Q: 3 clusters Score -183683 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -183724.250000 Penalty: 590.460754 Iteration 9Q: 3 clusters Score -183724.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -183747.531250 Penalty: 590.460754 Iteration 10Q: 3 clusters Score -183747.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -183762.093750 Penalty: 590.460754 Iteration 11Q: 3 clusters Score -183762.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -183771.875000 Penalty: 590.460754 Iteration 12Q: 3 clusters Score -183771.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -183777.593750 Penalty: 590.460754 Iteration 13Q: 3 clusters Score -183777.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -183785.890625 Penalty: 590.460754 Iteration 14Q: 3 clusters Score -183785.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -183794.109375 Penalty: 590.460754 Iteration 15Q: 3 clusters Score -183794.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -183803.921875 Penalty: 590.460754 Iteration 16Q: 3 clusters Score -183803.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -183814.546875 Penalty: 590.460754 Iteration 17Q: 3 clusters Score -183814.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -183823.156250 Penalty: 590.460754 Iteration 18Q: 3 clusters Score -183823.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -183829.281250 Penalty: 590.460754 Iteration 19Q: 3 clusters Score -183829.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -183835.359375 Penalty: 590.460754 Iteration 20F: 3 clusters Score -183835.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -183842.437500 Penalty: 590.460754 Iteration 21Q: 3 clusters Score -183842.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -183853.687500 Penalty: 590.460754 Iteration 22Q: 3 clusters Score -183853.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -183862.687500 Penalty: 590.460754 Iteration 23Q: 3 clusters Score -183862.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -183869.937500 Penalty: 590.460754 Iteration 24Q: 3 clusters Score -183869.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -183882.218750 Penalty: 590.460754 Iteration 25Q: 3 clusters Score -183882.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -183895.578125 Penalty: 590.460754 Iteration 26Q: 3 clusters Score -183895.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -183912.734375 Penalty: 590.460754 Iteration 27Q: 3 clusters Score -183912.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -183928.359375 Penalty: 590.460754 Iteration 28Q: 3 clusters Score -183928.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -183945.656250 Penalty: 590.460754 Iteration 29Q: 3 clusters Score -183945.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -183964.625000 Penalty: 590.460754 Iteration 30Q: 3 clusters Score -183964.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -183980.640625 Penalty: 590.460754 Iteration 31Q: 3 clusters Score -183980.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -183998.968750 Penalty: 590.460754 Iteration 32Q: 3 clusters Score -183999 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -184016.125000 Penalty: 590.460754 Iteration 33Q: 3 clusters Score -184016.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -184045.625000 Penalty: 590.460754 Iteration 34Q: 3 clusters Score -184045.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -184073.656250 Penalty: 590.460754 Iteration 35Q: 3 clusters Score -184073.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -184095.234375 Penalty: 590.460754 Iteration 36Q: 3 clusters Score -184095.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -184107.156250 Penalty: 590.460754 Iteration 37Q: 3 clusters Score -184107.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -184117.187500 Penalty: 590.460754 Iteration 38Q: 3 clusters Score -184117.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -184126.171875 Penalty: 590.460754 Iteration 39Q: 3 clusters Score -184126.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -184134.468750 Penalty: 590.460754 Iteration 40F: 3 clusters Score -184134.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -184139.031250 Penalty: 590.460754 Iteration 41Q: 3 clusters Score -184139 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -184146.203125 Penalty: 590.460754 Iteration 42Q: 3 clusters Score -184146.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -184155.734375 Penalty: 590.460754 Iteration 43Q: 3 clusters Score -184155.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -184165.781250 Penalty: 590.460754 Iteration 44Q: 3 clusters Score -184165.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -184176.125000 Penalty: 590.460754 Iteration 45Q: 3 clusters Score -184176.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -184188.968750 Penalty: 590.460754 Iteration 46Q: 3 clusters Score -184189 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -184208.593750 Penalty: 590.460754 Iteration 47Q: 3 clusters Score -184208.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -184230.000000 Penalty: 590.460754 Iteration 48Q: 3 clusters Score -184230 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -184247.875000 Penalty: 590.460754 Iteration 49Q: 3 clusters Score -184247.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -184264.656250 Penalty: 590.460754 Iteration 50Q: 3 clusters Score -184264.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -184274.765625 Penalty: 590.460754 Iteration 51Q: 3 clusters Score -184274.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -184284.500000 Penalty: 590.460754 Iteration 52Q: 3 clusters Score -184284.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -184293.203125 Penalty: 590.460754 Iteration 53Q: 3 clusters Score -184293.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -184303.171875 Penalty: 590.460754 Iteration 54Q: 3 clusters Score -184303.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -184318.328125 Penalty: 590.460754 Iteration 55Q: 3 clusters Score -184318.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -184328.312500 Penalty: 590.460754 Iteration 56Q: 3 clusters Score -184328.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -184340.187500 Penalty: 590.460754 Iteration 57Q: 3 clusters Score -184340.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -184354.718750 Penalty: 590.460754 Iteration 58Q: 3 clusters Score -184354.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -184368.062500 Penalty: 590.460754 Iteration 59Q: 3 clusters Score -184368.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -184379.468750 Penalty: 590.460754 Iteration 60F: 3 clusters Score -184379.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -184390.890625 Penalty: 590.460754 Iteration 61Q: 3 clusters Score -184390.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -184403.187500 Penalty: 590.460754 Iteration 62Q: 3 clusters Score -184403.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -184411.281250 Penalty: 590.460754 Iteration 63Q: 3 clusters Score -184411.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -184417.453125 Penalty: 590.460754 Iteration 64Q: 3 clusters Score -184417.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -184421.484375 Penalty: 590.460754 Iteration 65Q: 3 clusters Score -184421.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -184425.312500 Penalty: 590.460754 Iteration 66Q: 3 clusters Score -184425.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -184431.640625 Penalty: 590.460754 Iteration 67Q: 3 clusters Score -184431.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -184437.937500 Penalty: 590.460754 Iteration 68Q: 3 clusters Score -184437.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -184440.671875 Penalty: 590.460754 Iteration 69Q: 3 clusters Score -184440.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -184443.296875 Penalty: 590.460754 Iteration 70Q: 3 clusters Score -184443.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -184446.109375 Penalty: 590.460754 Iteration 71Q: 3 clusters Score -184446.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -184447.796875 Penalty: 590.460754 Iteration 72Q: 3 clusters Score -184447.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -184449.078125 Penalty: 590.460754 Iteration 73Q: 3 clusters Score -184449.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -184449.906250 Penalty: 590.460754 Iteration 74Q: 3 clusters Score -184449.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -184450.156250 Penalty: 590.460754 Iteration 75Q: 3 clusters Score -184450.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -184449.953125 Penalty: 590.460754 Iteration 76Q: 3 clusters Score -184450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -184450.093750 Penalty: 590.460754 Iteration 77Q: 3 clusters Score -184450.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -184450.031250 Penalty: 590.460754 Iteration 78Q: 3 clusters Score -184450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -184451.234375 Penalty: 590.460754 Iteration 79Q: 3 clusters Score -184451.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -184451.875000 Penalty: 590.460754 Iteration 80F: 3 clusters Score -184451.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -184452.812500 Penalty: 590.460754 Iteration 81Q: 3 clusters Score -184452.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -184453.562500 Penalty: 590.460754 Iteration 82Q: 3 clusters Score -184453.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -184453.968750 Penalty: 590.460754 Iteration 83Q: 3 clusters Score -184454 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -184454.718750 Penalty: 590.460754 Iteration 84Q: 3 clusters Score -184454.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -184456.234375 Penalty: 590.460754 Iteration 85Q: 3 clusters Score -184456.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -184458.203125 Penalty: 590.460754 Iteration 86Q: 3 clusters Score -184458.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -184460.218750 Penalty: 590.460754 Iteration 87Q: 3 clusters Score -184460.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -184461.625000 Penalty: 590.460754 Iteration 88Q: 3 clusters Score -184461.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -184462.593750 Penalty: 590.460754 Iteration 89Q: 3 clusters Score -184462.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -184464.750000 Penalty: 590.460754 Iteration 90Q: 3 clusters Score -184464.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -184466.000000 Penalty: 590.460754 Iteration 91Q: 3 clusters Score -184466 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -184467.781250 Penalty: 590.460754 Iteration 92Q: 3 clusters Score -184467.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -184471.281250 Penalty: 590.460754 Iteration 93Q: 3 clusters Score -184471.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -184475.984375 Penalty: 590.460754 Iteration 94Q: 3 clusters Score -184476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -184477.734375 Penalty: 590.460754 Iteration 95Q: 3 clusters Score -184477.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -184478.468750 Penalty: 590.460754 Iteration 96Q: 3 clusters Score -184478.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -184479.500000 Penalty: 590.460754 Iteration 97Q: 3 clusters Score -184479.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -184481.265625 Penalty: 590.460754 Iteration 98Q: 3 clusters Score -184481.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -184483.953125 Penalty: 590.460754 Iteration 99Q: 3 clusters Score -184484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -184488.000000 Penalty: 590.460754 Iteration 100F: 3 clusters Score -184488 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -184491.500000 Penalty: 590.460754 Iteration 101Q: 3 clusters Score -184491.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -184493.796875 Penalty: 590.460754 Iteration 102Q: 3 clusters Score -184493.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -184496.109375 Penalty: 590.460754 Iteration 103Q: 3 clusters Score -184496.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -184497.906250 Penalty: 590.460754 Iteration 104Q: 3 clusters Score -184497.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -184498.984375 Penalty: 590.460754 Iteration 105Q: 3 clusters Score -184499 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -184501.234375 Penalty: 590.460754 Iteration 106Q: 3 clusters Score -184501.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -184503.640625 Penalty: 590.460754 Iteration 107Q: 3 clusters Score -184503.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -184508.390625 Penalty: 590.460754 Iteration 108Q: 3 clusters Score -184508.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -184510.765625 Penalty: 590.460754 Iteration 109Q: 3 clusters Score -184510.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -184515.265625 Penalty: 590.460754 Iteration 110Q: 3 clusters Score -184515.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -184521.406250 Penalty: 590.460754 Iteration 111Q: 3 clusters Score -184521.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -184527.156250 Penalty: 590.460754 Iteration 112Q: 3 clusters Score -184527.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -184530.125000 Penalty: 590.460754 Iteration 113Q: 3 clusters Score -184530.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -184534.062500 Penalty: 590.460754 Iteration 114Q: 3 clusters Score -184534.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -184537.562500 Penalty: 590.460754 Iteration 115Q: 3 clusters Score -184537.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -184541.328125 Penalty: 590.460754 Iteration 116Q: 3 clusters Score -184541.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -184546.750000 Penalty: 590.460754 Iteration 117Q: 3 clusters Score -184546.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -184549.609375 Penalty: 590.460754 Iteration 118Q: 3 clusters Score -184549.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -184551.875000 Penalty: 590.460754 Iteration 119Q: 3 clusters Score -184551.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -184553.015625 Penalty: 590.460754 Iteration 120F: 3 clusters Score -184553 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -13434.241211 Penalty: 209.231857 Iteration 0F: 2 clusters Score -13434.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12954.511719 Penalty: 418.463715 Iteration 0F: 3 clusters Score -12954.51 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -13103.725586 Penalty: 418.463715 Iteration 1F: 3 clusters Score -13103.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -13125.631836 Penalty: 418.463715 Iteration 2F: 3 clusters Score -13125.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -13140.944336 Penalty: 418.463715 Iteration 3Q: 3 clusters Score -13140.94 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -13158.712891 Penalty: 418.463715 Iteration 4Q: 3 clusters Score -13158.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13167.452148 Penalty: 418.463715 Iteration 5Q: 3 clusters Score -13167.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -13171.242188 Penalty: 418.463715 Iteration 6Q: 3 clusters Score -13171.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -13172.859375 Penalty: 418.463715 Iteration 7Q: 3 clusters Score -13172.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -13174.866211 Penalty: 418.463715 Iteration 8Q: 3 clusters Score -13174.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -13177.625977 Penalty: 418.463715 Iteration 9Q: 3 clusters Score -13177.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -13180.394531 Penalty: 418.463715 Iteration 10Q: 3 clusters Score -13180.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -13183.013672 Penalty: 418.463715 Iteration 11Q: 3 clusters Score -13183.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -13186.762695 Penalty: 418.463715 Iteration 12Q: 3 clusters Score -13186.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13188.402344 Penalty: 418.463715 Iteration 13Q: 3 clusters Score -13188.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13188.402344 Penalty: 418.463715 Iteration 14F: 3 clusters Score -13188.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Entering Unmasked Estep Score: -109201.468750 Penalty: 277.875244 Iteration 0F: 2 clusters Score -109201.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -106149.601562 Penalty: 555.750488 Iteration 0F: 3 clusters Score -106149.6 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -107480.140625 Penalty: 555.750488 Iteration 1F: 3 clusters Score -107480.1 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -107728.804688 Penalty: 555.750488 Iteration 2F: 3 clusters Score -107728.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -107956.203125 Penalty: 555.750488 Iteration 3F: 3 clusters Score -107956.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -108179.023438 Penalty: 555.750488 Iteration 4F: 3 clusters Score -108179 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -108386.437500 Penalty: 555.750488 Iteration 5F: 3 clusters Score -108386.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -108513.773438 Penalty: 555.750488 Iteration 6Q: 3 clusters Score -108513.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -108596.085938 Penalty: 555.750488 Iteration 7Q: 3 clusters Score -108596.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -108644.671875 Penalty: 555.750488 Iteration 8Q: 3 clusters Score -108644.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -108689.109375 Penalty: 555.750488 Iteration 9Q: 3 clusters Score -108689.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -108740.820312 Penalty: 555.750488 Iteration 10Q: 3 clusters Score -108740.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -108785.132812 Penalty: 555.750488 Iteration 11Q: 3 clusters Score -108785.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -108825.898438 Penalty: 555.750488 Iteration 12Q: 3 clusters Score -108825.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -108856.164062 Penalty: 555.750488 Iteration 13Q: 3 clusters Score -108856.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -108882.679688 Penalty: 555.750488 Iteration 14Q: 3 clusters Score -108882.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -108902.960938 Penalty: 555.750488 Iteration 15Q: 3 clusters Score -108903 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -108920.179688 Penalty: 555.750488 Iteration 16Q: 3 clusters Score -108920.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -108938.328125 Penalty: 555.750488 Iteration 17Q: 3 clusters Score -108938.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -108953.914062 Penalty: 555.750488 Iteration 18Q: 3 clusters Score -108953.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -108970.562500 Penalty: 555.750488 Iteration 19Q: 3 clusters Score -108970.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -108985.140625 Penalty: 555.750488 Iteration 20F: 3 clusters Score -108985.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -108998.281250 Penalty: 555.750488 Iteration 21Q: 3 clusters Score -108998.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -109009.171875 Penalty: 555.750488 Iteration 22Q: 3 clusters Score -109009.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -109012.250000 Penalty: 555.750488 Iteration 23Q: 3 clusters Score -109012.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -109013.593750 Penalty: 555.750488 Iteration 24Q: 3 clusters Score -109013.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -109014.515625 Penalty: 555.750488 Iteration 25Q: 3 clusters Score -109014.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -109015.640625 Penalty: 555.750488 Iteration 26Q: 3 clusters Score -109015.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -109017.234375 Penalty: 555.750488 Iteration 27Q: 3 clusters Score -109017.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -109018.835938 Penalty: 555.750488 Iteration 28Q: 3 clusters Score -109018.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -109020.062500 Penalty: 555.750488 Iteration 29Q: 3 clusters Score -109020.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -109022.492188 Penalty: 555.750488 Iteration 30Q: 3 clusters Score -109022.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -109027.187500 Penalty: 555.750488 Iteration 31Q: 3 clusters Score -109027.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -109029.546875 Penalty: 555.750488 Iteration 32Q: 3 clusters Score -109029.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -109031.148438 Penalty: 555.750488 Iteration 33Q: 3 clusters Score -109031.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -109031.640625 Penalty: 555.750488 Iteration 34Q: 3 clusters Score -109031.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -109033.210938 Penalty: 555.750488 Iteration 35Q: 3 clusters Score -109033.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -109033.562500 Penalty: 555.750488 Iteration 36Q: 3 clusters Score -109033.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -109033.976562 Penalty: 555.750488 Iteration 37Q: 3 clusters Score -109034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -109034.015625 Penalty: 555.750488 Iteration 38Q: 3 clusters Score -109034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -109034.164062 Penalty: 555.750488 Iteration 39Q: 3 clusters Score -109034.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -109034.500000 Penalty: 555.750488 Iteration 40F: 3 clusters Score -109034.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -109034.640625 Penalty: 555.750488 Iteration 41Q: 3 clusters Score -109034.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -109034.640625 Penalty: 555.750488 Iteration 42F: 3 clusters Score -109034.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Entering Unmasked Estep Score: -85279.273438 Penalty: 268.927338 Iteration 0F: 2 clusters Score -85279.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -82934.000000 Penalty: 537.854675 Iteration 0F: 3 clusters Score -82934 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -83973.765625 Penalty: 537.854675 Iteration 1F: 3 clusters Score -83973.77 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -84180.554688 Penalty: 537.854675 Iteration 2F: 3 clusters Score -84180.55 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -84402.078125 Penalty: 537.854675 Iteration 3F: 3 clusters Score -84402.08 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -84578.039062 Penalty: 537.854675 Iteration 4F: 3 clusters Score -84578.04 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -84670.695312 Penalty: 537.854675 Iteration 5Q: 3 clusters Score -84670.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -84737.937500 Penalty: 537.854675 Iteration 6Q: 3 clusters Score -84737.94 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -84789.742188 Penalty: 537.854675 Iteration 7Q: 3 clusters Score -84789.74 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -84841.242188 Penalty: 537.854675 Iteration 8Q: 3 clusters Score -84841.24 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -84888.843750 Penalty: 537.854675 Iteration 9Q: 3 clusters Score -84888.84 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -84931.757812 Penalty: 537.854675 Iteration 10Q: 3 clusters Score -84931.76 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -84967.312500 Penalty: 537.854675 Iteration 11Q: 3 clusters Score -84967.31 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -85000.335938 Penalty: 537.854675 Iteration 12Q: 3 clusters Score -85000.34 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -85029.195312 Penalty: 537.854675 Iteration 13Q: 3 clusters Score -85029.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -85043.968750 Penalty: 537.854675 Iteration 14Q: 3 clusters Score -85043.97 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -85053.835938 Penalty: 537.854675 Iteration 15Q: 3 clusters Score -85053.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -85063.859375 Penalty: 537.854675 Iteration 16Q: 3 clusters Score -85063.86 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -85074.023438 Penalty: 537.854675 Iteration 17Q: 3 clusters Score -85074.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -85079.070312 Penalty: 537.854675 Iteration 18Q: 3 clusters Score -85079.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -85083.773438 Penalty: 537.854675 Iteration 19Q: 3 clusters Score -85083.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -85090.929688 Penalty: 537.854675 Iteration 20F: 3 clusters Score -85090.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -85097.046875 Penalty: 537.854675 Iteration 21Q: 3 clusters Score -85097.05 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -85101.617188 Penalty: 537.854675 Iteration 22Q: 3 clusters Score -85101.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -85105.109375 Penalty: 537.854675 Iteration 23Q: 3 clusters Score -85105.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -85107.296875 Penalty: 537.854675 Iteration 24Q: 3 clusters Score -85107.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -85110.937500 Penalty: 537.854675 Iteration 25Q: 3 clusters Score -85110.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -85113.687500 Penalty: 537.854675 Iteration 26Q: 3 clusters Score -85113.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -85115.539062 Penalty: 537.854675 Iteration 27Q: 3 clusters Score -85115.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -85116.765625 Penalty: 537.854675 Iteration 28Q: 3 clusters Score -85116.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -85118.335938 Penalty: 537.854675 Iteration 29Q: 3 clusters Score -85118.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -85121.000000 Penalty: 537.854675 Iteration 30Q: 3 clusters Score -85121 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -85123.914062 Penalty: 537.854675 Iteration 31Q: 3 clusters Score -85123.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -85127.890625 Penalty: 537.854675 Iteration 32Q: 3 clusters Score -85127.89 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -85131.406250 Penalty: 537.854675 Iteration 33Q: 3 clusters Score -85131.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -85135.531250 Penalty: 537.854675 Iteration 34Q: 3 clusters Score -85135.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -85138.648438 Penalty: 537.854675 Iteration 35Q: 3 clusters Score -85138.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -85142.734375 Penalty: 537.854675 Iteration 36Q: 3 clusters Score -85142.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -85146.359375 Penalty: 537.854675 Iteration 37Q: 3 clusters Score -85146.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -85151.656250 Penalty: 537.854675 Iteration 38Q: 3 clusters Score -85151.66 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -85158.679688 Penalty: 537.854675 Iteration 39Q: 3 clusters Score -85158.68 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -85165.789062 Penalty: 537.854675 Iteration 40F: 3 clusters Score -85165.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -85171.242188 Penalty: 537.854675 Iteration 41Q: 3 clusters Score -85171.24 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -85175.773438 Penalty: 537.854675 Iteration 42Q: 3 clusters Score -85175.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -85178.429688 Penalty: 537.854675 Iteration 43Q: 3 clusters Score -85178.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -85182.085938 Penalty: 537.854675 Iteration 44Q: 3 clusters Score -85182.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -85185.921875 Penalty: 537.854675 Iteration 45Q: 3 clusters Score -85185.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -85187.898438 Penalty: 537.854675 Iteration 46Q: 3 clusters Score -85187.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -85189.164062 Penalty: 537.854675 Iteration 47Q: 3 clusters Score -85189.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -85191.343750 Penalty: 537.854675 Iteration 48Q: 3 clusters Score -85191.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -85192.601562 Penalty: 537.854675 Iteration 49Q: 3 clusters Score -85192.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -85193.265625 Penalty: 537.854675 Iteration 50Q: 3 clusters Score -85193.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -85193.750000 Penalty: 537.854675 Iteration 51Q: 3 clusters Score -85193.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -85194.187500 Penalty: 537.854675 Iteration 52Q: 3 clusters Score -85194.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -85194.203125 Penalty: 537.854675 Iteration 53Q: 3 clusters Score -85194.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -85194.367188 Penalty: 537.854675 Iteration 54Q: 3 clusters Score -85194.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -85194.382812 Penalty: 537.854675 Iteration 55Q: 3 clusters Score -85194.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -85194.671875 Penalty: 537.854675 Iteration 56Q: 3 clusters Score -85194.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -85194.789062 Penalty: 537.854675 Iteration 57Q: 3 clusters Score -85194.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -85195.320312 Penalty: 537.854675 Iteration 58Q: 3 clusters Score -85195.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -85195.382812 Penalty: 537.854675 Iteration 59Q: 3 clusters Score -85195.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -85195.523438 Penalty: 537.854675 Iteration 60F: 3 clusters Score -85195.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -85195.640625 Penalty: 537.854675 Iteration 61Q: 3 clusters Score -85195.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -85195.804688 Penalty: 537.854675 Iteration 62Q: 3 clusters Score -85195.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -85195.742188 Penalty: 537.854675 Iteration 63Q: 3 clusters Score -85195.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -85195.742188 Penalty: 537.854675 Iteration 64F: 3 clusters Score -85195.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Entering Unmasked Estep Score: -9406.191406 Penalty: 204.750412 Iteration 0F: 2 clusters Score -9406.191 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -8974.902344 Penalty: 409.500824 Iteration 0F: 3 clusters Score -8974.902 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -9115.797852 Penalty: 409.500824 Iteration 1F: 3 clusters Score -9115.798 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -9149.192383 Penalty: 409.500824 Iteration 2F: 3 clusters Score -9149.192 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -9169.986328 Penalty: 409.500824 Iteration 3F: 3 clusters Score -9169.986 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -9186.755859 Penalty: 409.500824 Iteration 4Q: 3 clusters Score -9186.756 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -9198.985352 Penalty: 409.500824 Iteration 5Q: 3 clusters Score -9198.985 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -9204.801758 Penalty: 409.500824 Iteration 6Q: 3 clusters Score -9204.802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -9210.661133 Penalty: 409.500824 Iteration 7Q: 3 clusters Score -9210.661 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -9217.181641 Penalty: 409.500824 Iteration 8Q: 3 clusters Score -9217.182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -9222.630859 Penalty: 409.500824 Iteration 9Q: 3 clusters Score -9222.631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -9223.387695 Penalty: 409.500824 Iteration 10Q: 3 clusters Score -9223.388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -9225.366211 Penalty: 409.500824 Iteration 11Q: 3 clusters Score -9225.366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -9226.601562 Penalty: 409.500824 Iteration 12Q: 3 clusters Score -9226.602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -9226.601562 Penalty: 409.500824 Iteration 13F: 3 clusters Score -9226.602 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -42367.984375 Penalty: 245.524826 Iteration 0F: 2 clusters Score -42367.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -41157.855469 Penalty: 491.049652 Iteration 0F: 3 clusters Score -41157.86 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -41607.566406 Penalty: 491.049652 Iteration 1F: 3 clusters Score -41607.57 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -41692.437500 Penalty: 491.049652 Iteration 2F: 3 clusters Score -41692.44 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -41771.878906 Penalty: 491.049652 Iteration 3F: 3 clusters Score -41771.88 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -41856.589844 Penalty: 491.049652 Iteration 4F: 3 clusters Score -41856.59 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -41930.300781 Penalty: 491.049652 Iteration 5F: 3 clusters Score -41930.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -41983.050781 Penalty: 491.049652 Iteration 6Q: 3 clusters Score -41983.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -42015.769531 Penalty: 491.049652 Iteration 7Q: 3 clusters Score -42015.77 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -42066.867188 Penalty: 491.049652 Iteration 8Q: 3 clusters Score -42066.87 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -42102.722656 Penalty: 491.049652 Iteration 9Q: 3 clusters Score -42102.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -42116.242188 Penalty: 491.049652 Iteration 10Q: 3 clusters Score -42116.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -42126.214844 Penalty: 491.049652 Iteration 11Q: 3 clusters Score -42126.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -42137.843750 Penalty: 491.049652 Iteration 12Q: 3 clusters Score -42137.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -42147.578125 Penalty: 491.049652 Iteration 13Q: 3 clusters Score -42147.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -42157.156250 Penalty: 491.049652 Iteration 14Q: 3 clusters Score -42157.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -42160.695312 Penalty: 491.049652 Iteration 15Q: 3 clusters Score -42160.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -42165.132812 Penalty: 491.049652 Iteration 16Q: 3 clusters Score -42165.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -42165.984375 Penalty: 491.049652 Iteration 17Q: 3 clusters Score -42165.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -42166.535156 Penalty: 491.049652 Iteration 18Q: 3 clusters Score -42166.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -42168.957031 Penalty: 491.049652 Iteration 19Q: 3 clusters Score -42168.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -42169.773438 Penalty: 491.049652 Iteration 20F: 3 clusters Score -42169.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -42170.066406 Penalty: 491.049652 Iteration 21Q: 3 clusters Score -42170.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -42170.203125 Penalty: 491.049652 Iteration 22Q: 3 clusters Score -42170.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -42170.496094 Penalty: 491.049652 Iteration 23Q: 3 clusters Score -42170.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -42172.437500 Penalty: 491.049652 Iteration 24Q: 3 clusters Score -42172.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -42173.863281 Penalty: 491.049652 Iteration 25Q: 3 clusters Score -42173.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -42174.640625 Penalty: 491.049652 Iteration 26Q: 3 clusters Score -42174.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -42174.640625 Penalty: 491.049652 Iteration 27F: 3 clusters Score -42174.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Entering Unmasked Estep Score: -11353.250000 Penalty: 215.325974 Iteration 0F: 2 clusters Score -11353.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -10817.521484 Penalty: 430.651947 Iteration 0F: 3 clusters Score -10817.52 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -11064.445312 Penalty: 430.651947 Iteration 1F: 3 clusters Score -11064.45 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -11128.146484 Penalty: 430.651947 Iteration 2F: 3 clusters Score -11128.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -11148.377930 Penalty: 430.651947 Iteration 3Q: 3 clusters Score -11148.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -11159.649414 Penalty: 430.651947 Iteration 4Q: 3 clusters Score -11159.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -11167.945312 Penalty: 430.651947 Iteration 5Q: 3 clusters Score -11167.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -11179.488281 Penalty: 430.651947 Iteration 6Q: 3 clusters Score -11179.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -11189.139648 Penalty: 430.651947 Iteration 7Q: 3 clusters Score -11189.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -11197.670898 Penalty: 430.651947 Iteration 8Q: 3 clusters Score -11197.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -11202.496094 Penalty: 430.651947 Iteration 9Q: 3 clusters Score -11202.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -11205.591797 Penalty: 430.651947 Iteration 10Q: 3 clusters Score -11205.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -11206.330078 Penalty: 430.651947 Iteration 11Q: 3 clusters Score -11206.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -11207.470703 Penalty: 430.651947 Iteration 12Q: 3 clusters Score -11207.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -11209.309570 Penalty: 430.651947 Iteration 13Q: 3 clusters Score -11209.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -11211.544922 Penalty: 430.651947 Iteration 14Q: 3 clusters Score -11211.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -11213.133789 Penalty: 430.651947 Iteration 15Q: 3 clusters Score -11213.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -11214.565430 Penalty: 430.651947 Iteration 16Q: 3 clusters Score -11214.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -11217.151367 Penalty: 430.651947 Iteration 17Q: 3 clusters Score -11217.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -11219.337891 Penalty: 430.651947 Iteration 18Q: 3 clusters Score -11219.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -11221.102539 Penalty: 430.651947 Iteration 19Q: 3 clusters Score -11221.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -11221.468750 Penalty: 430.651947 Iteration 20F: 3 clusters Score -11221.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Entering Unmasked Estep Score: -26606.648438 Penalty: 228.414719 Iteration 0F: 2 clusters Score -26606.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -25861.078125 Penalty: 456.829437 Iteration 0F: 3 clusters Score -25861.08 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -26111.937500 Penalty: 456.829437 Iteration 1F: 3 clusters Score -26111.94 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -26151.623047 Penalty: 456.829437 Iteration 2F: 3 clusters Score -26151.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -26177.394531 Penalty: 456.829437 Iteration 3Q: 3 clusters Score -26177.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -26197.605469 Penalty: 456.829437 Iteration 4Q: 3 clusters Score -26197.61 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -26213.169922 Penalty: 456.829437 Iteration 5Q: 3 clusters Score -26213.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -26226.628906 Penalty: 456.829437 Iteration 6Q: 3 clusters Score -26226.63 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -26248.042969 Penalty: 456.829437 Iteration 7Q: 3 clusters Score -26248.04 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -26273.261719 Penalty: 456.829437 Iteration 8Q: 3 clusters Score -26273.26 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -26293.107422 Penalty: 456.829437 Iteration 9Q: 3 clusters Score -26293.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -26307.050781 Penalty: 456.829437 Iteration 10Q: 3 clusters Score -26307.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -26311.607422 Penalty: 456.829437 Iteration 11Q: 3 clusters Score -26311.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -26316.703125 Penalty: 456.829437 Iteration 12Q: 3 clusters Score -26316.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -26320.595703 Penalty: 456.829437 Iteration 13Q: 3 clusters Score -26320.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -26323.923828 Penalty: 456.829437 Iteration 14Q: 3 clusters Score -26323.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -26327.250000 Penalty: 456.829437 Iteration 15Q: 3 clusters Score -26327.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -26329.517578 Penalty: 456.829437 Iteration 16Q: 3 clusters Score -26329.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -26334.953125 Penalty: 456.829437 Iteration 17Q: 3 clusters Score -26334.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -26341.337891 Penalty: 456.829437 Iteration 18Q: 3 clusters Score -26341.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -26344.869141 Penalty: 456.829437 Iteration 19Q: 3 clusters Score -26344.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -26346.869141 Penalty: 456.829437 Iteration 20F: 3 clusters Score -26346.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -26347.337891 Penalty: 456.829437 Iteration 21Q: 3 clusters Score -26347.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -26347.337891 Penalty: 456.829437 Iteration 22F: 3 clusters Score -26347.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Entering Unmasked Estep Score: -50462.253906 Penalty: 252.313904 Iteration 0F: 2 clusters Score -50462.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -49015.386719 Penalty: 504.627808 Iteration 0F: 3 clusters Score -49015.39 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -49586.519531 Penalty: 504.627808 Iteration 1F: 3 clusters Score -49586.52 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -49717.085938 Penalty: 504.627808 Iteration 2F: 3 clusters Score -49717.09 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -49808.003906 Penalty: 504.627808 Iteration 3F: 3 clusters Score -49808 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -49867.726562 Penalty: 504.627808 Iteration 4F: 3 clusters Score -49867.73 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -49920.144531 Penalty: 504.627808 Iteration 5Q: 3 clusters Score -49920.14 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -49962.007812 Penalty: 504.627808 Iteration 6Q: 3 clusters Score -49962.01 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -50010.648438 Penalty: 504.627808 Iteration 7Q: 3 clusters Score -50010.65 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -50054.984375 Penalty: 504.627808 Iteration 8Q: 3 clusters Score -50054.98 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -50077.769531 Penalty: 504.627808 Iteration 9Q: 3 clusters Score -50077.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -50098.226562 Penalty: 504.627808 Iteration 10Q: 3 clusters Score -50098.23 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -50114.058594 Penalty: 504.627808 Iteration 11Q: 3 clusters Score -50114.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -50124.800781 Penalty: 504.627808 Iteration 12Q: 3 clusters Score -50124.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -50138.269531 Penalty: 504.627808 Iteration 13Q: 3 clusters Score -50138.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -50154.292969 Penalty: 504.627808 Iteration 14Q: 3 clusters Score -50154.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -50166.214844 Penalty: 504.627808 Iteration 15Q: 3 clusters Score -50166.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -50174.546875 Penalty: 504.627808 Iteration 16Q: 3 clusters Score -50174.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -50181.636719 Penalty: 504.627808 Iteration 17Q: 3 clusters Score -50181.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -50190.070312 Penalty: 504.627808 Iteration 18Q: 3 clusters Score -50190.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -50196.976562 Penalty: 504.627808 Iteration 19Q: 3 clusters Score -50196.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -50201.675781 Penalty: 504.627808 Iteration 20F: 3 clusters Score -50201.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -50202.945312 Penalty: 504.627808 Iteration 21Q: 3 clusters Score -50202.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -50204.980469 Penalty: 504.627808 Iteration 22Q: 3 clusters Score -50204.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -50206.585938 Penalty: 504.627808 Iteration 23Q: 3 clusters Score -50206.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -50207.675781 Penalty: 504.627808 Iteration 24Q: 3 clusters Score -50207.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -50208.000000 Penalty: 504.627808 Iteration 25Q: 3 clusters Score -50208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -50208.507812 Penalty: 504.627808 Iteration 26Q: 3 clusters Score -50208.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -50209.449219 Penalty: 504.627808 Iteration 27Q: 3 clusters Score -50209.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -50209.894531 Penalty: 504.627808 Iteration 28Q: 3 clusters Score -50209.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -50209.976562 Penalty: 504.627808 Iteration 29Q: 3 clusters Score -50209.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -50210.253906 Penalty: 504.627808 Iteration 30Q: 3 clusters Score -50210.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -50210.386719 Penalty: 504.627808 Iteration 31Q: 3 clusters Score -50210.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -50210.386719 Penalty: 504.627808 Iteration 32F: 3 clusters Score -50210.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Entering Unmasked Estep Score: -43721.835938 Penalty: 245.115372 Iteration 0F: 2 clusters Score -43721.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -42509.054688 Penalty: 490.230743 Iteration 0F: 3 clusters Score -42509.05 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -43017.882812 Penalty: 490.230743 Iteration 1F: 3 clusters Score -43017.88 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -43153.597656 Penalty: 490.230743 Iteration 2F: 3 clusters Score -43153.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -43228.042969 Penalty: 490.230743 Iteration 3F: 3 clusters Score -43228.04 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -43276.054688 Penalty: 490.230743 Iteration 4F: 3 clusters Score -43276.05 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -43307.597656 Penalty: 490.230743 Iteration 5Q: 3 clusters Score -43307.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -43337.023438 Penalty: 490.230743 Iteration 6Q: 3 clusters Score -43337.02 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -43363.386719 Penalty: 490.230743 Iteration 7Q: 3 clusters Score -43363.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -43386.097656 Penalty: 490.230743 Iteration 8Q: 3 clusters Score -43386.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -43400.679688 Penalty: 490.230743 Iteration 9Q: 3 clusters Score -43400.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -43416.316406 Penalty: 490.230743 Iteration 10Q: 3 clusters Score -43416.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -43434.394531 Penalty: 490.230743 Iteration 11Q: 3 clusters Score -43434.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -43451.113281 Penalty: 490.230743 Iteration 12Q: 3 clusters Score -43451.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -43464.453125 Penalty: 490.230743 Iteration 13Q: 3 clusters Score -43464.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -43481.101562 Penalty: 490.230743 Iteration 14Q: 3 clusters Score -43481.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -43503.187500 Penalty: 490.230743 Iteration 15Q: 3 clusters Score -43503.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -43517.398438 Penalty: 490.230743 Iteration 16Q: 3 clusters Score -43517.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -43530.464844 Penalty: 490.230743 Iteration 17Q: 3 clusters Score -43530.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -43535.050781 Penalty: 490.230743 Iteration 18Q: 3 clusters Score -43535.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -43539.339844 Penalty: 490.230743 Iteration 19Q: 3 clusters Score -43539.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -43540.316406 Penalty: 490.230743 Iteration 20F: 3 clusters Score -43540.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -43541.562500 Penalty: 490.230743 Iteration 21Q: 3 clusters Score -43541.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -43542.390625 Penalty: 490.230743 Iteration 22Q: 3 clusters Score -43542.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -43542.390625 Penalty: 490.230743 Iteration 23F: 3 clusters Score -43542.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Entering Unmasked Estep Score: -33575.628906 Penalty: 247.224289 Iteration 0F: 2 clusters Score -33575.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -32355.400391 Penalty: 494.448578 Iteration 0F: 3 clusters Score -32355.4 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -32903.011719 Penalty: 494.448578 Iteration 1F: 3 clusters Score -32903.01 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -33046.554688 Penalty: 494.448578 Iteration 2F: 3 clusters Score -33046.55 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -33175.035156 Penalty: 494.448578 Iteration 3F: 3 clusters Score -33175.04 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -33249.109375 Penalty: 494.448578 Iteration 4F: 3 clusters Score -33249.11 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -33281.531250 Penalty: 494.448578 Iteration 5Q: 3 clusters Score -33281.53 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -33299.722656 Penalty: 494.448578 Iteration 6Q: 3 clusters Score -33299.72 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -33312.578125 Penalty: 494.448578 Iteration 7Q: 3 clusters Score -33312.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -33322.203125 Penalty: 494.448578 Iteration 8Q: 3 clusters Score -33322.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -33328.613281 Penalty: 494.448578 Iteration 9Q: 3 clusters Score -33328.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -33333.691406 Penalty: 494.448578 Iteration 10Q: 3 clusters Score -33333.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -33338.210938 Penalty: 494.448578 Iteration 11Q: 3 clusters Score -33338.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -33342.906250 Penalty: 494.448578 Iteration 12Q: 3 clusters Score -33342.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -33346.980469 Penalty: 494.448578 Iteration 13Q: 3 clusters Score -33346.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -33353.230469 Penalty: 494.448578 Iteration 14Q: 3 clusters Score -33353.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -33364.312500 Penalty: 494.448578 Iteration 15Q: 3 clusters Score -33364.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -33373.046875 Penalty: 494.448578 Iteration 16Q: 3 clusters Score -33373.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -33380.511719 Penalty: 494.448578 Iteration 17Q: 3 clusters Score -33380.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -33384.476562 Penalty: 494.448578 Iteration 18Q: 3 clusters Score -33384.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -33387.535156 Penalty: 494.448578 Iteration 19Q: 3 clusters Score -33387.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -33391.421875 Penalty: 494.448578 Iteration 20F: 3 clusters Score -33391.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -33394.023438 Penalty: 494.448578 Iteration 21Q: 3 clusters Score -33394.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -33395.453125 Penalty: 494.448578 Iteration 22Q: 3 clusters Score -33395.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -33396.929688 Penalty: 494.448578 Iteration 23Q: 3 clusters Score -33396.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -33397.226562 Penalty: 494.448578 Iteration 24Q: 3 clusters Score -33397.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -33397.226562 Penalty: 494.448578 Iteration 25F: 3 clusters Score -33397.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -22384.699219 Penalty: 227.557526 Iteration 0F: 2 clusters Score -22384.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -21625.960938 Penalty: 455.115051 Iteration 0F: 3 clusters Score -21625.96 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -21909.058594 Penalty: 455.115051 Iteration 1F: 3 clusters Score -21909.06 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -21980.591797 Penalty: 455.115051 Iteration 2F: 3 clusters Score -21980.59 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -22035.802734 Penalty: 455.115051 Iteration 3F: 3 clusters Score -22035.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -22099.740234 Penalty: 455.115051 Iteration 4F: 3 clusters Score -22099.74 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -22148.533203 Penalty: 455.115051 Iteration 5F: 3 clusters Score -22148.53 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -22177.998047 Penalty: 455.115051 Iteration 6Q: 3 clusters Score -22178 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -22191.390625 Penalty: 455.115051 Iteration 7Q: 3 clusters Score -22191.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -22199.279297 Penalty: 455.115051 Iteration 8Q: 3 clusters Score -22199.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -22208.515625 Penalty: 455.115051 Iteration 9Q: 3 clusters Score -22208.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -22214.898438 Penalty: 455.115051 Iteration 10Q: 3 clusters Score -22214.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -22219.291016 Penalty: 455.115051 Iteration 11Q: 3 clusters Score -22219.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -22222.123047 Penalty: 455.115051 Iteration 12Q: 3 clusters Score -22222.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -22222.603516 Penalty: 455.115051 Iteration 13Q: 3 clusters Score -22222.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -22222.992188 Penalty: 455.115051 Iteration 14Q: 3 clusters Score -22222.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -22223.580078 Penalty: 455.115051 Iteration 15Q: 3 clusters Score -22223.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -22224.146484 Penalty: 455.115051 Iteration 16Q: 3 clusters Score -22224.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -22224.146484 Penalty: 455.115051 Iteration 17F: 3 clusters Score -22224.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5534 members Mstep: Class 3 contains 1104 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 1229 members Mstep: Class 8 contains 603 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 272 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 4539 members Mstep: Class 22 contains 3461 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 682 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1793 members Mstep: Class 30 contains 988 members Entering Unmasked Estep ConsiderDeletion Score: -1239284.625000 Penalty: 11991.889648 Iteration 119Q: 34 clusters Score -1239285 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5540 members Mstep: Class 3 contains 1105 members Mstep: Class 4 contains 314 members Mstep: Class 5 contains 2850 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 615 members Mstep: Class 9 contains 186 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 493 members Mstep: Class 12 contains 2708 members Mstep: Class 13 contains 4304 members Mstep: Class 14 contains 514 members Mstep: Class 15 contains 292 members Mstep: Class 16 contains 2276 members Mstep: Class 17 contains 4182 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7683 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 4537 members Mstep: Class 22 contains 3481 members Mstep: Class 23 contains 495 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 679 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2092 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1796 members Mstep: Class 30 contains 988 members Mstep: Class 31 contains 432 members Mstep: Class 32 contains 1526 members Mstep: Class 33 contains 2529 members Entering Unmasked Estep ConsiderDeletion Score: -1239397.500000 Penalty: 11991.889648 Iteration 120F: 34 clusters Score -1239398 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1108 members Mstep: Class 4 contains 314 members Mstep: Class 5 contains 2832 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 622 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 493 members Mstep: Class 12 contains 2702 members Mstep: Class 13 contains 4294 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 2273 members Mstep: Class 17 contains 4178 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7678 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 4534 members Mstep: Class 22 contains 3469 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 676 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2093 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1796 members Mstep: Class 30 contains 988 members Mstep: Class 31 contains 437 members Mstep: Class 32 contains 1548 members Mstep: Class 33 contains 2528 members Entering Unmasked Estep ConsiderDeletion Score: -1239454.250000 Penalty: 11991.889648 Iteration 121Q: 34 clusters Score -1239454 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1111 members Mstep: Class 4 contains 314 members Mstep: Class 5 contains 2817 members Mstep: Class 6 contains 703 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 630 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 492 members Mstep: Class 12 contains 2705 members Mstep: Class 13 contains 4291 members Mstep: Class 14 contains 509 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2270 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7676 members Mstep: Class 20 contains 562 members Mstep: Class 21 contains 4535 members Mstep: Class 22 contains 3460 members Mstep: Class 23 contains 494 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 680 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2094 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1795 members Mstep: Class 30 contains 990 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1552 members Mstep: Class 33 contains 2534 members Entering Unmasked Estep ConsiderDeletion Score: -1239478.625000 Penalty: 11991.889648 Iteration 122Q: 34 clusters Score -1239479 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2803 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1236 members Mstep: Class 8 contains 635 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2705 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 331 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7676 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 4538 members Mstep: Class 22 contains 3455 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 685 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2095 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1795 members Mstep: Class 30 contains 990 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1553 members Mstep: Class 33 contains 2535 members Entering Unmasked Estep ConsiderDeletion Score: -1239496.375000 Penalty: 11991.889648 Iteration 123Q: 34 clusters Score -1239496 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2793 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 641 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 2698 members Mstep: Class 13 contains 4291 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 338 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7674 members Mstep: Class 20 contains 561 members Mstep: Class 21 contains 4540 members Mstep: Class 22 contains 3442 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 687 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2096 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1795 members Mstep: Class 30 contains 990 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1556 members Mstep: Class 33 contains 2539 members Entering Unmasked Estep ConsiderDeletion Score: -1239502.000000 Penalty: 11991.889648 Iteration 124Q: 34 clusters Score -1239502 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5543 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2784 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 648 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2694 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 347 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7673 members Mstep: Class 20 contains 560 members Mstep: Class 21 contains 4547 members Mstep: Class 22 contains 3431 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 687 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2096 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1796 members Mstep: Class 30 contains 989 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1559 members Mstep: Class 33 contains 2541 members Entering Unmasked Estep ConsiderDeletion Score: -1239517.375000 Penalty: 11991.889648 Iteration 125Q: 34 clusters Score -1239517 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 5545 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2779 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1226 members Mstep: Class 8 contains 653 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 483 members Mstep: Class 12 contains 2691 members Mstep: Class 13 contains 4290 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 350 members Mstep: Class 16 contains 2267 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 558 members Mstep: Class 21 contains 4552 members Mstep: Class 22 contains 3416 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 689 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2097 members Mstep: Class 28 contains 1682 members Mstep: Class 29 contains 1799 members Mstep: Class 30 contains 987 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1566 members Mstep: Class 33 contains 2545 members Entering Unmasked Estep ConsiderDeletion Score: -1239533.375000 Penalty: 11991.889648 Iteration 126Q: 34 clusters Score -1239533 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5546 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2772 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1221 members Mstep: Class 8 contains 655 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2688 members Mstep: Class 13 contains 4290 members Mstep: Class 14 contains 501 members Mstep: Class 15 contains 355 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 556 members Mstep: Class 21 contains 4557 members Mstep: Class 22 contains 3404 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 689 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2094 members Mstep: Class 28 contains 1683 members Mstep: Class 29 contains 1802 members Mstep: Class 30 contains 987 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1577 members Mstep: Class 33 contains 2547 members Entering Unmasked Estep ConsiderDeletion Score: -1239541.375000 Penalty: 11991.889648 Iteration 127Q: 34 clusters Score -1239541 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5546 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2769 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1220 members Mstep: Class 8 contains 656 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 2687 members Mstep: Class 13 contains 4288 members Mstep: Class 14 contains 500 members Mstep: Class 15 contains 358 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 556 members Mstep: Class 21 contains 4557 members Mstep: Class 22 contains 3392 members Mstep: Class 23 contains 491 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 690 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2096 members Mstep: Class 28 contains 1683 members Mstep: Class 29 contains 1805 members Mstep: Class 30 contains 986 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1588 members Mstep: Class 33 contains 2548 members Entering Unmasked Estep ConsiderDeletion Score: -1239546.125000 Penalty: 11991.889648 Iteration 128Q: 34 clusters Score -1239546 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 702 members Mstep: Class 7 contains 1216 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4288 members Mstep: Class 14 contains 496 members Mstep: Class 15 contains 361 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 254 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 556 members Mstep: Class 21 contains 4558 members Mstep: Class 22 contains 3385 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 691 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2097 members Mstep: Class 28 contains 1683 members Mstep: Class 29 contains 1809 members Mstep: Class 30 contains 985 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1593 members Mstep: Class 33 contains 2549 members Entering Unmasked Estep ConsiderDeletion Score: -1239548.500000 Penalty: 11991.889648 Iteration 129Q: 34 clusters Score -1239548 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1114 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2764 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1213 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 492 members Mstep: Class 15 contains 363 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 255 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 556 members Mstep: Class 21 contains 4562 members Mstep: Class 22 contains 3382 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 692 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2095 members Mstep: Class 28 contains 1683 members Mstep: Class 29 contains 1811 members Mstep: Class 30 contains 983 members Mstep: Class 31 contains 439 members Mstep: Class 32 contains 1597 members Mstep: Class 33 contains 2550 members Entering Unmasked Estep ConsiderDeletion Score: -1239552.250000 Penalty: 11991.889648 Iteration 130Q: 34 clusters Score -1239552 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2764 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1211 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 490 members Mstep: Class 15 contains 367 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 256 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 555 members Mstep: Class 21 contains 4566 members Mstep: Class 22 contains 3380 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 693 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2095 members Mstep: Class 28 contains 1683 members Mstep: Class 29 contains 1812 members Mstep: Class 30 contains 978 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1600 members Mstep: Class 33 contains 2551 members Entering Unmasked Estep ConsiderDeletion Score: -1239557.500000 Penalty: 11991.889648 Iteration 131Q: 34 clusters Score -1239558 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2761 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1211 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 487 members Mstep: Class 15 contains 369 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 556 members Mstep: Class 21 contains 4564 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 693 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2094 members Mstep: Class 28 contains 1684 members Mstep: Class 29 contains 1817 members Mstep: Class 30 contains 977 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1603 members Mstep: Class 33 contains 2553 members Entering Unmasked Estep ConsiderDeletion Score: -1239562.500000 Penalty: 11991.889648 Iteration 132Q: 34 clusters Score -1239562 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1112 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2754 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1211 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4287 members Mstep: Class 14 contains 481 members Mstep: Class 15 contains 376 members Mstep: Class 16 contains 2264 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4566 members Mstep: Class 22 contains 3372 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 697 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2091 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1820 members Mstep: Class 30 contains 977 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2554 members Entering Unmasked Estep ConsiderDeletion Score: -1239564.000000 Penalty: 11991.889648 Iteration 133Q: 34 clusters Score -1239564 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1111 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2749 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1211 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2686 members Mstep: Class 13 contains 4286 members Mstep: Class 14 contains 470 members Mstep: Class 15 contains 381 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4570 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 702 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2088 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1824 members Mstep: Class 30 contains 977 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1604 members Mstep: Class 33 contains 2554 members Entering Unmasked Estep ConsiderDeletion Score: -1239568.250000 Penalty: 11991.889648 Iteration 134Q: 34 clusters Score -1239568 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5548 members Mstep: Class 3 contains 1109 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2745 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1210 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2685 members Mstep: Class 13 contains 4287 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 384 members Mstep: Class 16 contains 2266 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4571 members Mstep: Class 22 contains 3376 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1704 members Mstep: Class 25 contains 706 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2085 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1827 members Mstep: Class 30 contains 976 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1604 members Mstep: Class 33 contains 2556 members Entering Unmasked Estep ConsiderDeletion Score: -1239568.250000 Penalty: 11991.889648 Iteration 135Q: 34 clusters Score -1239568 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5548 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2740 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1209 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1004 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2685 members Mstep: Class 13 contains 4288 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 389 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7674 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4575 members Mstep: Class 22 contains 3376 members Mstep: Class 23 contains 493 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 707 members Mstep: Class 26 contains 1014 members Mstep: Class 27 contains 2082 members Mstep: Class 28 contains 1687 members Mstep: Class 29 contains 1829 members Mstep: Class 30 contains 977 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1605 members Mstep: Class 33 contains 2555 members Entering Unmasked Estep ConsiderDeletion Score: -1239571.500000 Penalty: 11991.889648 Iteration 136Q: 34 clusters Score -1239572 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2731 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1208 members Mstep: Class 8 contains 658 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 2685 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 395 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7674 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4577 members Mstep: Class 22 contains 3376 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1703 members Mstep: Class 25 contains 709 members Mstep: Class 26 contains 1015 members Mstep: Class 27 contains 2079 members Mstep: Class 28 contains 1686 members Mstep: Class 29 contains 1832 members Mstep: Class 30 contains 981 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1605 members Mstep: Class 33 contains 2556 members Entering Unmasked Estep ConsiderDeletion Score: -1239576.250000 Penalty: 11991.889648 Iteration 137Q: 34 clusters Score -1239576 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2725 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 456 members Mstep: Class 15 contains 399 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4176 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7674 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4580 members Mstep: Class 22 contains 3377 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1702 members Mstep: Class 25 contains 711 members Mstep: Class 26 contains 1016 members Mstep: Class 27 contains 2079 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1833 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1605 members Mstep: Class 33 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -1239579.125000 Penalty: 11991.889648 Iteration 138Q: 34 clusters Score -1239579 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2719 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7673 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4580 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 713 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2078 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1834 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2560 members Entering Unmasked Estep ConsiderDeletion Score: -1239580.500000 Penalty: 11991.889648 Iteration 139Q: 34 clusters Score -1239580 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2714 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7672 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4580 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2565 members Entering Unmasked Estep ConsiderDeletion Score: -1239584.000000 Penalty: 11991.889648 Iteration 140F: 34 clusters Score -1239584 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2711 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -1239584.875000 Penalty: 11991.889648 Iteration 141Q: 34 clusters Score -1239585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2711 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2568 members Entering Unmasked Estep ConsiderDeletion Score: -1239586.375000 Penalty: 11991.889648 Iteration 142Q: 34 clusters Score -1239586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2710 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2569 members Entering Unmasked Estep ConsiderDeletion Score: -1239585.750000 Penalty: 11991.889648 Iteration 143Q: 34 clusters Score -1239586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2709 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2568 members Entering Unmasked Estep ConsiderDeletion Score: -1239586.750000 Penalty: 11991.889648 Iteration 144Q: 34 clusters Score -1239587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2709 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 2265 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2568 members Entering Unmasked Estep ConsiderDeletion Score: -1239586.750000 Penalty: 11991.889648 Iteration 145F: 34 clusters Score -1239587 nChanged 0 Entering ConstructFrom: Score: -1239586.750000 Penalty: 11991.889648 Entering ConstructFrom: Trying to split cluster 1 (822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Entering Unmasked Estep Score: -18693.095703 Penalty: 221.487442 Iteration 0F: 2 clusters Score -18693.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18070.210938 Penalty: 442.974884 Iteration 0F: 3 clusters Score -18070.21 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -18303.359375 Penalty: 442.974884 Iteration 1F: 3 clusters Score -18303.36 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -18358.958984 Penalty: 442.974884 Iteration 2F: 3 clusters Score -18358.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -18402.832031 Penalty: 442.974884 Iteration 3Q: 3 clusters Score -18402.83 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -18440.966797 Penalty: 442.974884 Iteration 4F: 3 clusters Score -18440.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18474.595703 Penalty: 442.974884 Iteration 5Q: 3 clusters Score -18474.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -18494.560547 Penalty: 442.974884 Iteration 6Q: 3 clusters Score -18494.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -18505.984375 Penalty: 442.974884 Iteration 7Q: 3 clusters Score -18505.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18512.939453 Penalty: 442.974884 Iteration 8Q: 3 clusters Score -18512.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18522.792969 Penalty: 442.974884 Iteration 9Q: 3 clusters Score -18522.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18526.925781 Penalty: 442.974884 Iteration 10Q: 3 clusters Score -18526.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18528.257812 Penalty: 442.974884 Iteration 11Q: 3 clusters Score -18528.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -18530.957031 Penalty: 442.974884 Iteration 12Q: 3 clusters Score -18530.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -18532.822266 Penalty: 442.974884 Iteration 13Q: 3 clusters Score -18532.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -18532.822266 Penalty: 442.974884 Iteration 14F: 3 clusters Score -18532.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Entering Unmasked Estep Score: -135593.031250 Penalty: 284.493408 Iteration 0F: 2 clusters Score -135593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -131862.484375 Penalty: 568.986816 Iteration 0F: 3 clusters Score -131862.5 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -133402.406250 Penalty: 568.986816 Iteration 1F: 3 clusters Score -133402.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -133615.171875 Penalty: 568.986816 Iteration 2F: 3 clusters Score -133615.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -133867.390625 Penalty: 568.986816 Iteration 3F: 3 clusters Score -133867.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -134112.578125 Penalty: 568.986816 Iteration 4F: 3 clusters Score -134112.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -134332.109375 Penalty: 568.986816 Iteration 5F: 3 clusters Score -134332.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -134487.812500 Penalty: 568.986816 Iteration 6Q: 3 clusters Score -134487.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -134581.328125 Penalty: 568.986816 Iteration 7Q: 3 clusters Score -134581.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -134649.593750 Penalty: 568.986816 Iteration 8Q: 3 clusters Score -134649.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -134707.078125 Penalty: 568.986816 Iteration 9Q: 3 clusters Score -134707.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -134760.375000 Penalty: 568.986816 Iteration 10Q: 3 clusters Score -134760.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -134821.468750 Penalty: 568.986816 Iteration 11Q: 3 clusters Score -134821.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -134878.593750 Penalty: 568.986816 Iteration 12Q: 3 clusters Score -134878.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -134932.328125 Penalty: 568.986816 Iteration 13Q: 3 clusters Score -134932.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -134983.500000 Penalty: 568.986816 Iteration 14Q: 3 clusters Score -134983.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -135027.531250 Penalty: 568.986816 Iteration 15Q: 3 clusters Score -135027.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -135064.765625 Penalty: 568.986816 Iteration 16Q: 3 clusters Score -135064.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -135111.046875 Penalty: 568.986816 Iteration 17Q: 3 clusters Score -135111 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -135168.718750 Penalty: 568.986816 Iteration 18Q: 3 clusters Score -135168.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -135213.968750 Penalty: 568.986816 Iteration 19Q: 3 clusters Score -135214 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -135258.640625 Penalty: 568.986816 Iteration 20F: 3 clusters Score -135258.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -135291.265625 Penalty: 568.986816 Iteration 21Q: 3 clusters Score -135291.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -135320.500000 Penalty: 568.986816 Iteration 22Q: 3 clusters Score -135320.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -135332.734375 Penalty: 568.986816 Iteration 23Q: 3 clusters Score -135332.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -135336.968750 Penalty: 568.986816 Iteration 24Q: 3 clusters Score -135337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -135339.609375 Penalty: 568.986816 Iteration 25Q: 3 clusters Score -135339.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -135341.531250 Penalty: 568.986816 Iteration 26Q: 3 clusters Score -135341.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -135343.953125 Penalty: 568.986816 Iteration 27Q: 3 clusters Score -135344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -135344.312500 Penalty: 568.986816 Iteration 28Q: 3 clusters Score -135344.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -135345.390625 Penalty: 568.986816 Iteration 29Q: 3 clusters Score -135345.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -135346.093750 Penalty: 568.986816 Iteration 30Q: 3 clusters Score -135346.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -135346.093750 Penalty: 568.986816 Iteration 31F: 3 clusters Score -135346.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Entering Unmasked Estep Score: -26502.949219 Penalty: 231.310501 Iteration 0F: 2 clusters Score -26502.95 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 569 members Entering Unmasked Estep Score: -25673.808594 Penalty: 462.621002 Iteration 0F: 3 clusters Score -25673.81 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -25902.539062 Penalty: 462.621002 Iteration 1F: 3 clusters Score -25902.54 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -25966.195312 Penalty: 462.621002 Iteration 2F: 3 clusters Score -25966.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -26024.537109 Penalty: 462.621002 Iteration 3F: 3 clusters Score -26024.54 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -26084.333984 Penalty: 462.621002 Iteration 4F: 3 clusters Score -26084.33 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -26149.910156 Penalty: 462.621002 Iteration 5F: 3 clusters Score -26149.91 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -26180.679688 Penalty: 462.621002 Iteration 6Q: 3 clusters Score -26180.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -26200.818359 Penalty: 462.621002 Iteration 7Q: 3 clusters Score -26200.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -26219.632812 Penalty: 462.621002 Iteration 8Q: 3 clusters Score -26219.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -26239.904297 Penalty: 462.621002 Iteration 9Q: 3 clusters Score -26239.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -26257.279297 Penalty: 462.621002 Iteration 10Q: 3 clusters Score -26257.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -26269.132812 Penalty: 462.621002 Iteration 11Q: 3 clusters Score -26269.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -26276.957031 Penalty: 462.621002 Iteration 12Q: 3 clusters Score -26276.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -26288.142578 Penalty: 462.621002 Iteration 13Q: 3 clusters Score -26288.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -26293.111328 Penalty: 462.621002 Iteration 14Q: 3 clusters Score -26293.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -26296.337891 Penalty: 462.621002 Iteration 15Q: 3 clusters Score -26296.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -26297.093750 Penalty: 462.621002 Iteration 16Q: 3 clusters Score -26297.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -26297.306641 Penalty: 462.621002 Iteration 17Q: 3 clusters Score -26297.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -26297.306641 Penalty: 462.621002 Iteration 18F: 3 clusters Score -26297.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Entering Unmasked Estep Score: -7504.943848 Penalty: 189.834900 Iteration 0F: 2 clusters Score -7504.944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -7198.775391 Penalty: 379.669800 Iteration 0F: 3 clusters Score -7198.775 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7265.336426 Penalty: 379.669800 Iteration 1F: 3 clusters Score -7265.336 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7288.605469 Penalty: 379.669800 Iteration 2F: 3 clusters Score -7288.605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -7296.442871 Penalty: 379.669800 Iteration 3Q: 3 clusters Score -7296.443 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -7302.662598 Penalty: 379.669800 Iteration 4Q: 3 clusters Score -7302.663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -7306.180176 Penalty: 379.669800 Iteration 5Q: 3 clusters Score -7306.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -7308.038086 Penalty: 379.669800 Iteration 6Q: 3 clusters Score -7308.038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -7308.734863 Penalty: 379.669800 Iteration 7Q: 3 clusters Score -7308.735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -7309.210449 Penalty: 379.669800 Iteration 8Q: 3 clusters Score -7309.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -7310.912598 Penalty: 379.669800 Iteration 9Q: 3 clusters Score -7310.913 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -7311.275879 Penalty: 379.669800 Iteration 10Q: 3 clusters Score -7311.276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -7311.515137 Penalty: 379.669800 Iteration 11Q: 3 clusters Score -7311.515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -7311.515137 Penalty: 379.669800 Iteration 12F: 3 clusters Score -7311.515 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Entering Unmasked Estep Score: -65193.191406 Penalty: 260.843048 Iteration 0F: 2 clusters Score -65193.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -63312.656250 Penalty: 521.686096 Iteration 0F: 3 clusters Score -63312.66 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -64063.863281 Penalty: 521.686096 Iteration 1F: 3 clusters Score -64063.86 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -64236.171875 Penalty: 521.686096 Iteration 2F: 3 clusters Score -64236.17 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -64372.125000 Penalty: 521.686096 Iteration 3F: 3 clusters Score -64372.12 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -64516.644531 Penalty: 521.686096 Iteration 4F: 3 clusters Score -64516.64 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -64656.132812 Penalty: 521.686096 Iteration 5F: 3 clusters Score -64656.13 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -64756.664062 Penalty: 521.686096 Iteration 6Q: 3 clusters Score -64756.66 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -64852.164062 Penalty: 521.686096 Iteration 7Q: 3 clusters Score -64852.16 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -64897.500000 Penalty: 521.686096 Iteration 8Q: 3 clusters Score -64897.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -64921.585938 Penalty: 521.686096 Iteration 9Q: 3 clusters Score -64921.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -64937.179688 Penalty: 521.686096 Iteration 10Q: 3 clusters Score -64937.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -64945.261719 Penalty: 521.686096 Iteration 11Q: 3 clusters Score -64945.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -64951.492188 Penalty: 521.686096 Iteration 12Q: 3 clusters Score -64951.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -64956.347656 Penalty: 521.686096 Iteration 13Q: 3 clusters Score -64956.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -64960.781250 Penalty: 521.686096 Iteration 14Q: 3 clusters Score -64960.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -64965.058594 Penalty: 521.686096 Iteration 15Q: 3 clusters Score -64965.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -64969.636719 Penalty: 521.686096 Iteration 16Q: 3 clusters Score -64969.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -64974.894531 Penalty: 521.686096 Iteration 17Q: 3 clusters Score -64974.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -64978.308594 Penalty: 521.686096 Iteration 18Q: 3 clusters Score -64978.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -64979.699219 Penalty: 521.686096 Iteration 19Q: 3 clusters Score -64979.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -64980.464844 Penalty: 521.686096 Iteration 20F: 3 clusters Score -64980.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -64980.773438 Penalty: 521.686096 Iteration 21Q: 3 clusters Score -64980.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -64981.722656 Penalty: 521.686096 Iteration 22Q: 3 clusters Score -64981.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -64982.753906 Penalty: 521.686096 Iteration 23Q: 3 clusters Score -64982.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -64983.156250 Penalty: 521.686096 Iteration 24Q: 3 clusters Score -64983.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -64983.421875 Penalty: 521.686096 Iteration 25Q: 3 clusters Score -64983.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -64983.421875 Penalty: 521.686096 Iteration 26F: 3 clusters Score -64983.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Entering Unmasked Estep Score: -16448.958984 Penalty: 216.232758 Iteration 0F: 2 clusters Score -16448.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -15865.570312 Penalty: 432.465515 Iteration 0F: 3 clusters Score -15865.57 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -16036.135742 Penalty: 432.465515 Iteration 1F: 3 clusters Score -16036.14 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -16077.611328 Penalty: 432.465515 Iteration 2F: 3 clusters Score -16077.61 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -16108.101562 Penalty: 432.465515 Iteration 3F: 3 clusters Score -16108.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -16128.841797 Penalty: 432.465515 Iteration 4Q: 3 clusters Score -16128.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -16148.682617 Penalty: 432.465515 Iteration 5Q: 3 clusters Score -16148.68 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -16169.342773 Penalty: 432.465515 Iteration 6Q: 3 clusters Score -16169.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -16182.845703 Penalty: 432.465515 Iteration 7Q: 3 clusters Score -16182.85 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -16203.533203 Penalty: 432.465515 Iteration 8Q: 3 clusters Score -16203.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -16216.609375 Penalty: 432.465515 Iteration 9Q: 3 clusters Score -16216.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -16226.449219 Penalty: 432.465515 Iteration 10Q: 3 clusters Score -16226.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -16232.426758 Penalty: 432.465515 Iteration 11Q: 3 clusters Score -16232.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -16239.378906 Penalty: 432.465515 Iteration 12Q: 3 clusters Score -16239.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -16245.537109 Penalty: 432.465515 Iteration 13Q: 3 clusters Score -16245.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -16250.886719 Penalty: 432.465515 Iteration 14Q: 3 clusters Score -16250.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -16254.155273 Penalty: 432.465515 Iteration 15Q: 3 clusters Score -16254.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -16255.623047 Penalty: 432.465515 Iteration 16Q: 3 clusters Score -16255.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -16258.705078 Penalty: 432.465515 Iteration 17Q: 3 clusters Score -16258.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -16261.962891 Penalty: 432.465515 Iteration 18Q: 3 clusters Score -16261.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -16266.789062 Penalty: 432.465515 Iteration 19Q: 3 clusters Score -16266.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -16271.136719 Penalty: 432.465515 Iteration 20F: 3 clusters Score -16271.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -16275.417969 Penalty: 432.465515 Iteration 21Q: 3 clusters Score -16275.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -16275.564453 Penalty: 432.465515 Iteration 22Q: 3 clusters Score -16275.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -16275.564453 Penalty: 432.465515 Iteration 23F: 3 clusters Score -16275.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Entering Unmasked Estep Score: -25822.896484 Penalty: 234.164474 Iteration 0F: 2 clusters Score -25822.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -24913.103516 Penalty: 468.328949 Iteration 0F: 3 clusters Score -24913.1 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -25260.013672 Penalty: 468.328949 Iteration 1F: 3 clusters Score -25260.01 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -25343.625000 Penalty: 468.328949 Iteration 2F: 3 clusters Score -25343.62 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -25417.642578 Penalty: 468.328949 Iteration 3F: 3 clusters Score -25417.64 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -25475.166016 Penalty: 468.328949 Iteration 4F: 3 clusters Score -25475.17 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -25518.548828 Penalty: 468.328949 Iteration 5Q: 3 clusters Score -25518.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -25553.191406 Penalty: 468.328949 Iteration 6Q: 3 clusters Score -25553.19 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -25577.607422 Penalty: 468.328949 Iteration 7Q: 3 clusters Score -25577.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -25593.626953 Penalty: 468.328949 Iteration 8Q: 3 clusters Score -25593.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -25600.833984 Penalty: 468.328949 Iteration 9Q: 3 clusters Score -25600.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -25608.392578 Penalty: 468.328949 Iteration 10Q: 3 clusters Score -25608.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -25616.410156 Penalty: 468.328949 Iteration 11Q: 3 clusters Score -25616.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -25621.808594 Penalty: 468.328949 Iteration 12Q: 3 clusters Score -25621.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -25624.498047 Penalty: 468.328949 Iteration 13Q: 3 clusters Score -25624.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -25625.353516 Penalty: 468.328949 Iteration 14Q: 3 clusters Score -25625.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -25626.373047 Penalty: 468.328949 Iteration 15Q: 3 clusters Score -25626.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -25627.261719 Penalty: 468.328949 Iteration 16Q: 3 clusters Score -25627.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -25627.250000 Penalty: 468.328949 Iteration 17Q: 3 clusters Score -25627.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -25627.250000 Penalty: 468.328949 Iteration 18F: 3 clusters Score -25627.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Entering Unmasked Estep Score: -15452.977539 Penalty: 214.093582 Iteration 0F: 2 clusters Score -15452.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -14926.050781 Penalty: 428.187164 Iteration 0F: 3 clusters Score -14926.05 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -15079.550781 Penalty: 428.187164 Iteration 1F: 3 clusters Score -15079.55 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15108.255859 Penalty: 428.187164 Iteration 2F: 3 clusters Score -15108.26 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15131.906250 Penalty: 428.187164 Iteration 3F: 3 clusters Score -15131.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15154.453125 Penalty: 428.187164 Iteration 4Q: 3 clusters Score -15154.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15172.729492 Penalty: 428.187164 Iteration 5Q: 3 clusters Score -15172.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -15187.458984 Penalty: 428.187164 Iteration 6Q: 3 clusters Score -15187.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15203.744141 Penalty: 428.187164 Iteration 7Q: 3 clusters Score -15203.74 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -15222.373047 Penalty: 428.187164 Iteration 8Q: 3 clusters Score -15222.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -15240.664062 Penalty: 428.187164 Iteration 9Q: 3 clusters Score -15240.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -15250.617188 Penalty: 428.187164 Iteration 10Q: 3 clusters Score -15250.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -15256.723633 Penalty: 428.187164 Iteration 11Q: 3 clusters Score -15256.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -15259.728516 Penalty: 428.187164 Iteration 12Q: 3 clusters Score -15259.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15262.343750 Penalty: 428.187164 Iteration 13Q: 3 clusters Score -15262.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15262.587891 Penalty: 428.187164 Iteration 14Q: 3 clusters Score -15262.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15262.587891 Penalty: 428.187164 Iteration 15F: 3 clusters Score -15262.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Entering Unmasked Estep Score: -3243.588379 Penalty: 172.977646 Iteration 0F: 2 clusters Score -3243.588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -3007.661621 Penalty: 345.955292 Iteration 0F: 3 clusters Score -3007.662 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -3052.829834 Penalty: 345.955292 Iteration 1F: 3 clusters Score -3052.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -3063.768799 Penalty: 345.955292 Iteration 2F: 3 clusters Score -3063.769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -3066.647217 Penalty: 345.955292 Iteration 3Q: 3 clusters Score -3066.647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -3069.270752 Penalty: 345.955292 Iteration 4Q: 3 clusters Score -3069.271 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -3070.106445 Penalty: 345.955292 Iteration 5Q: 3 clusters Score -3070.106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -3070.106445 Penalty: 345.955292 Iteration 6F: 3 clusters Score -3070.106 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -20425.716797 Penalty: 228.054779 Iteration 0F: 2 clusters Score -20425.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -19695.583984 Penalty: 456.109558 Iteration 0F: 3 clusters Score -19695.58 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -20015.019531 Penalty: 456.109558 Iteration 1F: 3 clusters Score -20015.02 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -20084.292969 Penalty: 456.109558 Iteration 2F: 3 clusters Score -20084.29 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -20145.404297 Penalty: 456.109558 Iteration 3F: 3 clusters Score -20145.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -20192.353516 Penalty: 456.109558 Iteration 4F: 3 clusters Score -20192.35 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -20239.070312 Penalty: 456.109558 Iteration 5Q: 3 clusters Score -20239.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -20273.195312 Penalty: 456.109558 Iteration 6Q: 3 clusters Score -20273.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -20285.138672 Penalty: 456.109558 Iteration 7Q: 3 clusters Score -20285.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -20292.087891 Penalty: 456.109558 Iteration 8Q: 3 clusters Score -20292.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -20302.220703 Penalty: 456.109558 Iteration 9Q: 3 clusters Score -20302.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -20306.896484 Penalty: 456.109558 Iteration 10Q: 3 clusters Score -20306.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -20308.132812 Penalty: 456.109558 Iteration 11Q: 3 clusters Score -20308.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -20310.138672 Penalty: 456.109558 Iteration 12Q: 3 clusters Score -20310.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -20318.480469 Penalty: 456.109558 Iteration 13Q: 3 clusters Score -20318.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -20320.910156 Penalty: 456.109558 Iteration 14Q: 3 clusters Score -20320.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -20322.603516 Penalty: 456.109558 Iteration 15Q: 3 clusters Score -20322.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -20324.390625 Penalty: 456.109558 Iteration 16Q: 3 clusters Score -20324.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -20325.792969 Penalty: 456.109558 Iteration 17Q: 3 clusters Score -20325.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -20325.923828 Penalty: 456.109558 Iteration 18Q: 3 clusters Score -20325.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -20325.923828 Penalty: 456.109558 Iteration 19F: 3 clusters Score -20325.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Entering Unmasked Estep Score: -11828.937500 Penalty: 204.144882 Iteration 0F: 2 clusters Score -11828.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -11391.808594 Penalty: 408.289764 Iteration 0F: 3 clusters Score -11391.81 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11513.229492 Penalty: 408.289764 Iteration 1F: 3 clusters Score -11513.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -11546.408203 Penalty: 408.289764 Iteration 2F: 3 clusters Score -11546.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -11572.801758 Penalty: 408.289764 Iteration 3F: 3 clusters Score -11572.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11593.581055 Penalty: 408.289764 Iteration 4F: 3 clusters Score -11593.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11605.187500 Penalty: 408.289764 Iteration 5Q: 3 clusters Score -11605.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -11612.380859 Penalty: 408.289764 Iteration 6Q: 3 clusters Score -11612.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11617.210938 Penalty: 408.289764 Iteration 7Q: 3 clusters Score -11617.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -11620.720703 Penalty: 408.289764 Iteration 8Q: 3 clusters Score -11620.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -11623.698242 Penalty: 408.289764 Iteration 9Q: 3 clusters Score -11623.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11624.953125 Penalty: 408.289764 Iteration 10Q: 3 clusters Score -11624.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11625.352539 Penalty: 408.289764 Iteration 11Q: 3 clusters Score -11625.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -11625.855469 Penalty: 408.289764 Iteration 12Q: 3 clusters Score -11625.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -11626.853516 Penalty: 408.289764 Iteration 13Q: 3 clusters Score -11626.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -11626.853516 Penalty: 408.289764 Iteration 14F: 3 clusters Score -11626.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Entering Unmasked Estep Score: -65148.121094 Penalty: 260.537079 Iteration 0F: 2 clusters Score -65148.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -63307.285156 Penalty: 521.074158 Iteration 0F: 3 clusters Score -63307.29 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -64010.781250 Penalty: 521.074158 Iteration 1F: 3 clusters Score -64010.78 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -64115.839844 Penalty: 521.074158 Iteration 2F: 3 clusters Score -64115.84 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -64214.113281 Penalty: 521.074158 Iteration 3F: 3 clusters Score -64214.11 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -64315.476562 Penalty: 521.074158 Iteration 4F: 3 clusters Score -64315.48 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -64417.148438 Penalty: 521.074158 Iteration 5F: 3 clusters Score -64417.15 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -64524.742188 Penalty: 521.074158 Iteration 6Q: 3 clusters Score -64524.74 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -64621.660156 Penalty: 521.074158 Iteration 7Q: 3 clusters Score -64621.66 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -64703.769531 Penalty: 521.074158 Iteration 8Q: 3 clusters Score -64703.77 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -64757.500000 Penalty: 521.074158 Iteration 9Q: 3 clusters Score -64757.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -64786.285156 Penalty: 521.074158 Iteration 10Q: 3 clusters Score -64786.29 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -64805.425781 Penalty: 521.074158 Iteration 11Q: 3 clusters Score -64805.43 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -64815.878906 Penalty: 521.074158 Iteration 12Q: 3 clusters Score -64815.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -64823.066406 Penalty: 521.074158 Iteration 13Q: 3 clusters Score -64823.07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -64830.957031 Penalty: 521.074158 Iteration 14Q: 3 clusters Score -64830.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -64839.675781 Penalty: 521.074158 Iteration 15Q: 3 clusters Score -64839.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -64846.523438 Penalty: 521.074158 Iteration 16Q: 3 clusters Score -64846.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -64851.824219 Penalty: 521.074158 Iteration 17Q: 3 clusters Score -64851.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -64855.203125 Penalty: 521.074158 Iteration 18Q: 3 clusters Score -64855.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -64858.128906 Penalty: 521.074158 Iteration 19Q: 3 clusters Score -64858.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -64859.914062 Penalty: 521.074158 Iteration 20F: 3 clusters Score -64859.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -64860.968750 Penalty: 521.074158 Iteration 21Q: 3 clusters Score -64860.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -64861.320312 Penalty: 521.074158 Iteration 22Q: 3 clusters Score -64861.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -64862.492188 Penalty: 521.074158 Iteration 23Q: 3 clusters Score -64862.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -64863.382812 Penalty: 521.074158 Iteration 24Q: 3 clusters Score -64863.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -64864.046875 Penalty: 521.074158 Iteration 25Q: 3 clusters Score -64864.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -64864.453125 Penalty: 521.074158 Iteration 26Q: 3 clusters Score -64864.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -64865.218750 Penalty: 521.074158 Iteration 27Q: 3 clusters Score -64865.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -64865.632812 Penalty: 521.074158 Iteration 28Q: 3 clusters Score -64865.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -64866.808594 Penalty: 521.074158 Iteration 29Q: 3 clusters Score -64866.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -64867.585938 Penalty: 521.074158 Iteration 30Q: 3 clusters Score -64867.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -64867.964844 Penalty: 521.074158 Iteration 31Q: 3 clusters Score -64867.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -64869.449219 Penalty: 521.074158 Iteration 32Q: 3 clusters Score -64869.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -64871.414062 Penalty: 521.074158 Iteration 33Q: 3 clusters Score -64871.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -64872.710938 Penalty: 521.074158 Iteration 34Q: 3 clusters Score -64872.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -64873.871094 Penalty: 521.074158 Iteration 35Q: 3 clusters Score -64873.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -64874.425781 Penalty: 521.074158 Iteration 36Q: 3 clusters Score -64874.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -64875.230469 Penalty: 521.074158 Iteration 37Q: 3 clusters Score -64875.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -64876.257812 Penalty: 521.074158 Iteration 38Q: 3 clusters Score -64876.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -64877.269531 Penalty: 521.074158 Iteration 39Q: 3 clusters Score -64877.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -64879.285156 Penalty: 521.074158 Iteration 40F: 3 clusters Score -64879.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -64880.628906 Penalty: 521.074158 Iteration 41Q: 3 clusters Score -64880.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -64881.542969 Penalty: 521.074158 Iteration 42Q: 3 clusters Score -64881.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -64882.187500 Penalty: 521.074158 Iteration 43Q: 3 clusters Score -64882.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -64882.601562 Penalty: 521.074158 Iteration 44Q: 3 clusters Score -64882.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -64882.632812 Penalty: 521.074158 Iteration 45Q: 3 clusters Score -64882.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -64882.632812 Penalty: 521.074158 Iteration 46F: 3 clusters Score -64882.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Entering Unmasked Estep Score: -97004.757812 Penalty: 276.005676 Iteration 0F: 2 clusters Score -97004.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -94120.742188 Penalty: 552.011353 Iteration 0F: 3 clusters Score -94120.74 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -95324.546875 Penalty: 552.011353 Iteration 1F: 3 clusters Score -95324.55 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -95564.304688 Penalty: 552.011353 Iteration 2F: 3 clusters Score -95564.3 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -95825.671875 Penalty: 552.011353 Iteration 3F: 3 clusters Score -95825.67 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -96026.968750 Penalty: 552.011353 Iteration 4F: 3 clusters Score -96026.97 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -96157.218750 Penalty: 552.011353 Iteration 5F: 3 clusters Score -96157.22 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -96214.945312 Penalty: 552.011353 Iteration 6Q: 3 clusters Score -96214.95 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -96244.843750 Penalty: 552.011353 Iteration 7Q: 3 clusters Score -96244.84 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -96263.953125 Penalty: 552.011353 Iteration 8Q: 3 clusters Score -96263.95 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -96285.398438 Penalty: 552.011353 Iteration 9Q: 3 clusters Score -96285.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -96305.828125 Penalty: 552.011353 Iteration 10Q: 3 clusters Score -96305.83 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -96322.632812 Penalty: 552.011353 Iteration 11Q: 3 clusters Score -96322.63 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -96334.875000 Penalty: 552.011353 Iteration 12Q: 3 clusters Score -96334.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -96355.632812 Penalty: 552.011353 Iteration 13Q: 3 clusters Score -96355.63 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -96371.875000 Penalty: 552.011353 Iteration 14Q: 3 clusters Score -96371.88 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -96386.062500 Penalty: 552.011353 Iteration 15Q: 3 clusters Score -96386.06 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -96399.460938 Penalty: 552.011353 Iteration 16Q: 3 clusters Score -96399.46 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -96409.015625 Penalty: 552.011353 Iteration 17Q: 3 clusters Score -96409.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -96419.648438 Penalty: 552.011353 Iteration 18Q: 3 clusters Score -96419.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -96433.734375 Penalty: 552.011353 Iteration 19Q: 3 clusters Score -96433.73 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -96446.398438 Penalty: 552.011353 Iteration 20F: 3 clusters Score -96446.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -96463.734375 Penalty: 552.011353 Iteration 21Q: 3 clusters Score -96463.73 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -96479.476562 Penalty: 552.011353 Iteration 22Q: 3 clusters Score -96479.48 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -96490.468750 Penalty: 552.011353 Iteration 23Q: 3 clusters Score -96490.47 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -96501.226562 Penalty: 552.011353 Iteration 24Q: 3 clusters Score -96501.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -96513.062500 Penalty: 552.011353 Iteration 25Q: 3 clusters Score -96513.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -96524.617188 Penalty: 552.011353 Iteration 26Q: 3 clusters Score -96524.62 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -96535.632812 Penalty: 552.011353 Iteration 27Q: 3 clusters Score -96535.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -96544.734375 Penalty: 552.011353 Iteration 28Q: 3 clusters Score -96544.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -96551.484375 Penalty: 552.011353 Iteration 29Q: 3 clusters Score -96551.48 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -96562.695312 Penalty: 552.011353 Iteration 30Q: 3 clusters Score -96562.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -96572.203125 Penalty: 552.011353 Iteration 31Q: 3 clusters Score -96572.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -96577.140625 Penalty: 552.011353 Iteration 32Q: 3 clusters Score -96577.14 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -96582.156250 Penalty: 552.011353 Iteration 33Q: 3 clusters Score -96582.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -96587.757812 Penalty: 552.011353 Iteration 34Q: 3 clusters Score -96587.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -96593.507812 Penalty: 552.011353 Iteration 35Q: 3 clusters Score -96593.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -96599.945312 Penalty: 552.011353 Iteration 36Q: 3 clusters Score -96599.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -96603.562500 Penalty: 552.011353 Iteration 37Q: 3 clusters Score -96603.56 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -96609.007812 Penalty: 552.011353 Iteration 38Q: 3 clusters Score -96609.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -96616.031250 Penalty: 552.011353 Iteration 39Q: 3 clusters Score -96616.03 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -96621.375000 Penalty: 552.011353 Iteration 40F: 3 clusters Score -96621.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -96625.210938 Penalty: 552.011353 Iteration 41Q: 3 clusters Score -96625.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -96627.617188 Penalty: 552.011353 Iteration 42Q: 3 clusters Score -96627.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -96628.500000 Penalty: 552.011353 Iteration 43Q: 3 clusters Score -96628.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -96629.281250 Penalty: 552.011353 Iteration 44Q: 3 clusters Score -96629.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -96630.570312 Penalty: 552.011353 Iteration 45Q: 3 clusters Score -96630.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -96631.484375 Penalty: 552.011353 Iteration 46Q: 3 clusters Score -96631.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -96632.554688 Penalty: 552.011353 Iteration 47Q: 3 clusters Score -96632.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -96633.312500 Penalty: 552.011353 Iteration 48Q: 3 clusters Score -96633.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -96633.750000 Penalty: 552.011353 Iteration 49Q: 3 clusters Score -96633.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -96633.953125 Penalty: 552.011353 Iteration 50Q: 3 clusters Score -96633.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -96634.171875 Penalty: 552.011353 Iteration 51Q: 3 clusters Score -96634.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -96634.617188 Penalty: 552.011353 Iteration 52Q: 3 clusters Score -96634.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -96634.781250 Penalty: 552.011353 Iteration 53Q: 3 clusters Score -96634.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -96635.062500 Penalty: 552.011353 Iteration 54Q: 3 clusters Score -96635.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -96635.070312 Penalty: 552.011353 Iteration 55Q: 3 clusters Score -96635.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -96635.070312 Penalty: 552.011353 Iteration 56F: 3 clusters Score -96635.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -7861.877441 Penalty: 201.897217 Iteration 0F: 2 clusters Score -7861.877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -7461.042969 Penalty: 403.794434 Iteration 0F: 3 clusters Score -7461.043 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -7578.838379 Penalty: 403.794434 Iteration 1F: 3 clusters Score -7578.838 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -7610.399902 Penalty: 403.794434 Iteration 2F: 3 clusters Score -7610.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -7625.692383 Penalty: 403.794434 Iteration 3F: 3 clusters Score -7625.692 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -7640.785645 Penalty: 403.794434 Iteration 4Q: 3 clusters Score -7640.786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -7648.426270 Penalty: 403.794434 Iteration 5Q: 3 clusters Score -7648.426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -7651.789062 Penalty: 403.794434 Iteration 6Q: 3 clusters Score -7651.789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -7655.970215 Penalty: 403.794434 Iteration 7Q: 3 clusters Score -7655.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -7661.432129 Penalty: 403.794434 Iteration 8Q: 3 clusters Score -7661.432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -7667.026367 Penalty: 403.794434 Iteration 9Q: 3 clusters Score -7667.026 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -7669.566406 Penalty: 403.794434 Iteration 10Q: 3 clusters Score -7669.566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -7670.791504 Penalty: 403.794434 Iteration 11Q: 3 clusters Score -7670.792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -7670.791504 Penalty: 403.794434 Iteration 12F: 3 clusters Score -7670.792 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Entering Unmasked Estep Score: -9655.764648 Penalty: 198.046692 Iteration 0F: 2 clusters Score -9655.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -9289.896484 Penalty: 396.093384 Iteration 0F: 3 clusters Score -9289.896 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -9394.382812 Penalty: 396.093384 Iteration 1F: 3 clusters Score -9394.383 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -9451.973633 Penalty: 396.093384 Iteration 2F: 3 clusters Score -9451.974 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -9479.618164 Penalty: 396.093384 Iteration 3F: 3 clusters Score -9479.618 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -9496.243164 Penalty: 396.093384 Iteration 4F: 3 clusters Score -9496.243 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -9515.445312 Penalty: 396.093384 Iteration 5Q: 3 clusters Score -9515.445 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -9525.604492 Penalty: 396.093384 Iteration 6Q: 3 clusters Score -9525.604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -9529.301758 Penalty: 396.093384 Iteration 7Q: 3 clusters Score -9529.302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -9536.257812 Penalty: 396.093384 Iteration 8Q: 3 clusters Score -9536.258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -9539.249023 Penalty: 396.093384 Iteration 9Q: 3 clusters Score -9539.249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -9549.595703 Penalty: 396.093384 Iteration 10Q: 3 clusters Score -9549.596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -9555.932617 Penalty: 396.093384 Iteration 11Q: 3 clusters Score -9555.933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -9559.880859 Penalty: 396.093384 Iteration 12Q: 3 clusters Score -9559.881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9564.666992 Penalty: 396.093384 Iteration 13Q: 3 clusters Score -9564.667 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -9569.382812 Penalty: 396.093384 Iteration 14Q: 3 clusters Score -9569.383 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -9573.497070 Penalty: 396.093384 Iteration 15Q: 3 clusters Score -9573.497 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -9581.745117 Penalty: 396.093384 Iteration 16Q: 3 clusters Score -9581.745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -9584.301758 Penalty: 396.093384 Iteration 17Q: 3 clusters Score -9584.302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -9585.296875 Penalty: 396.093384 Iteration 18Q: 3 clusters Score -9585.297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9585.664062 Penalty: 396.093384 Iteration 19Q: 3 clusters Score -9585.664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9585.664062 Penalty: 396.093384 Iteration 20F: 3 clusters Score -9585.664 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Entering Unmasked Estep Score: -59346.894531 Penalty: 254.935883 Iteration 0F: 2 clusters Score -59346.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -57777.332031 Penalty: 509.871765 Iteration 0F: 3 clusters Score -57777.33 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -58408.402344 Penalty: 509.871765 Iteration 1F: 3 clusters Score -58408.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -58552.398438 Penalty: 509.871765 Iteration 2F: 3 clusters Score -58552.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -58687.492188 Penalty: 509.871765 Iteration 3F: 3 clusters Score -58687.49 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -58825.187500 Penalty: 509.871765 Iteration 4F: 3 clusters Score -58825.19 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -58961.195312 Penalty: 509.871765 Iteration 5F: 3 clusters Score -58961.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -59042.617188 Penalty: 509.871765 Iteration 6Q: 3 clusters Score -59042.62 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -59075.441406 Penalty: 509.871765 Iteration 7Q: 3 clusters Score -59075.44 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -59089.710938 Penalty: 509.871765 Iteration 8Q: 3 clusters Score -59089.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -59102.453125 Penalty: 509.871765 Iteration 9Q: 3 clusters Score -59102.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -59115.417969 Penalty: 509.871765 Iteration 10Q: 3 clusters Score -59115.42 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -59128.734375 Penalty: 509.871765 Iteration 11Q: 3 clusters Score -59128.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -59147.628906 Penalty: 509.871765 Iteration 12Q: 3 clusters Score -59147.63 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -59174.117188 Penalty: 509.871765 Iteration 13Q: 3 clusters Score -59174.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -59204.664062 Penalty: 509.871765 Iteration 14Q: 3 clusters Score -59204.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -59238.628906 Penalty: 509.871765 Iteration 15Q: 3 clusters Score -59238.63 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -59272.871094 Penalty: 509.871765 Iteration 16Q: 3 clusters Score -59272.87 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -59301.351562 Penalty: 509.871765 Iteration 17Q: 3 clusters Score -59301.35 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -59330.089844 Penalty: 509.871765 Iteration 18Q: 3 clusters Score -59330.09 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -59345.742188 Penalty: 509.871765 Iteration 19Q: 3 clusters Score -59345.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -59351.589844 Penalty: 509.871765 Iteration 20F: 3 clusters Score -59351.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -59355.195312 Penalty: 509.871765 Iteration 21Q: 3 clusters Score -59355.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -59358.777344 Penalty: 509.871765 Iteration 22Q: 3 clusters Score -59358.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -59362.277344 Penalty: 509.871765 Iteration 23Q: 3 clusters Score -59362.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -59365.699219 Penalty: 509.871765 Iteration 24Q: 3 clusters Score -59365.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -59367.078125 Penalty: 509.871765 Iteration 25Q: 3 clusters Score -59367.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -59368.312500 Penalty: 509.871765 Iteration 26Q: 3 clusters Score -59368.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -59368.703125 Penalty: 509.871765 Iteration 27Q: 3 clusters Score -59368.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -59369.398438 Penalty: 509.871765 Iteration 28Q: 3 clusters Score -59369.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -59369.433594 Penalty: 509.871765 Iteration 29Q: 3 clusters Score -59369.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -59369.769531 Penalty: 509.871765 Iteration 30Q: 3 clusters Score -59369.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -59370.617188 Penalty: 509.871765 Iteration 31Q: 3 clusters Score -59370.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -59371.359375 Penalty: 509.871765 Iteration 32Q: 3 clusters Score -59371.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -59372.558594 Penalty: 509.871765 Iteration 33Q: 3 clusters Score -59372.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -59374.125000 Penalty: 509.871765 Iteration 34Q: 3 clusters Score -59374.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -59374.289062 Penalty: 509.871765 Iteration 35Q: 3 clusters Score -59374.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -59374.335938 Penalty: 509.871765 Iteration 36Q: 3 clusters Score -59374.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -59374.433594 Penalty: 509.871765 Iteration 37Q: 3 clusters Score -59374.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -59374.578125 Penalty: 509.871765 Iteration 38Q: 3 clusters Score -59374.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -59374.503906 Penalty: 509.871765 Iteration 39Q: 3 clusters Score -59374.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -59374.652344 Penalty: 509.871765 Iteration 40F: 3 clusters Score -59374.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5547 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 315 members Mstep: Class 5 contains 2709 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 1207 members Mstep: Class 8 contains 657 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 2684 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 1370 members Mstep: Class 17 contains 4177 members Mstep: Class 18 contains 257 members Mstep: Class 19 contains 7671 members Mstep: Class 20 contains 557 members Mstep: Class 21 contains 4581 members Mstep: Class 22 contains 3375 members Mstep: Class 23 contains 492 members Mstep: Class 24 contains 1701 members Mstep: Class 25 contains 715 members Mstep: Class 26 contains 1017 members Mstep: Class 27 contains 2077 members Mstep: Class 28 contains 1685 members Mstep: Class 29 contains 1835 members Mstep: Class 30 contains 982 members Mstep: Class 31 contains 438 members Mstep: Class 32 contains 1606 members Mstep: Class 33 contains 2568 members Mstep: Class 34 contains 895 members Entering Unmasked Estep Score: -1239504.875000 Penalty: 12355.280273 Splitting cluster 16 changes total score from -1239586.750000 to -1239504.875000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (4177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Entering Unmasked Estep Score: -103456.070312 Penalty: 275.132507 Iteration 0F: 2 clusters Score -103456.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -100625.085938 Penalty: 550.265015 Iteration 0F: 3 clusters Score -100625.1 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -102014.234375 Penalty: 550.265015 Iteration 1F: 3 clusters Score -102014.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -102411.781250 Penalty: 550.265015 Iteration 2F: 3 clusters Score -102411.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -102766.757812 Penalty: 550.265015 Iteration 3F: 3 clusters Score -102766.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -102982.132812 Penalty: 550.265015 Iteration 4F: 3 clusters Score -102982.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -103066.187500 Penalty: 550.265015 Iteration 5Q: 3 clusters Score -103066.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -103129.226562 Penalty: 550.265015 Iteration 6Q: 3 clusters Score -103129.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -103175.875000 Penalty: 550.265015 Iteration 7Q: 3 clusters Score -103175.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -103202.960938 Penalty: 550.265015 Iteration 8Q: 3 clusters Score -103203 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -103214.203125 Penalty: 550.265015 Iteration 9Q: 3 clusters Score -103214.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -103223.062500 Penalty: 550.265015 Iteration 10Q: 3 clusters Score -103223.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -103228.250000 Penalty: 550.265015 Iteration 11Q: 3 clusters Score -103228.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -103229.453125 Penalty: 550.265015 Iteration 12Q: 3 clusters Score -103229.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -103232.414062 Penalty: 550.265015 Iteration 13Q: 3 clusters Score -103232.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -103232.812500 Penalty: 550.265015 Iteration 14Q: 3 clusters Score -103232.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -103234.515625 Penalty: 550.265015 Iteration 15Q: 3 clusters Score -103234.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -103235.945312 Penalty: 550.265015 Iteration 16Q: 3 clusters Score -103235.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -103240.218750 Penalty: 550.265015 Iteration 17Q: 3 clusters Score -103240.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -103242.632812 Penalty: 550.265015 Iteration 18Q: 3 clusters Score -103242.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -103243.382812 Penalty: 550.265015 Iteration 19Q: 3 clusters Score -103243.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -103244.765625 Penalty: 550.265015 Iteration 20F: 3 clusters Score -103244.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Entering Unmasked Estep Score: -3969.723389 Penalty: 183.119507 Iteration 0F: 2 clusters Score -3969.723 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -3700.716309 Penalty: 366.239014 Iteration 0F: 3 clusters Score -3700.716 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -3771.618652 Penalty: 366.239014 Iteration 1F: 3 clusters Score -3771.619 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -3792.080322 Penalty: 366.239014 Iteration 2F: 3 clusters Score -3792.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -3807.314941 Penalty: 366.239014 Iteration 3F: 3 clusters Score -3807.315 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -3834.232178 Penalty: 366.239014 Iteration 4F: 3 clusters Score -3834.232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -3843.794189 Penalty: 366.239014 Iteration 5Q: 3 clusters Score -3843.794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -3852.190186 Penalty: 366.239014 Iteration 6Q: 3 clusters Score -3852.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3853.660645 Penalty: 366.239014 Iteration 7Q: 3 clusters Score -3853.661 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3853.660645 Penalty: 366.239014 Iteration 8F: 3 clusters Score -3853.661 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Entering Unmasked Estep Score: -184601.906250 Penalty: 295.191650 Iteration 0F: 2 clusters Score -184601.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -179477.000000 Penalty: 590.383301 Iteration 0F: 3 clusters Score -179477 nChanged 3601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -181569.281250 Penalty: 590.383301 Iteration 1F: 3 clusters Score -181569.3 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -181810.328125 Penalty: 590.383301 Iteration 2F: 3 clusters Score -181810.3 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -182150.421875 Penalty: 590.383301 Iteration 3F: 3 clusters Score -182150.4 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -182605.140625 Penalty: 590.383301 Iteration 4F: 3 clusters Score -182605.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -183006.312500 Penalty: 590.383301 Iteration 5F: 3 clusters Score -183006.3 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -183308.140625 Penalty: 590.383301 Iteration 6F: 3 clusters Score -183308.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -183480.875000 Penalty: 590.383301 Iteration 7Q: 3 clusters Score -183480.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -183571.890625 Penalty: 590.383301 Iteration 8Q: 3 clusters Score -183571.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -183631.109375 Penalty: 590.383301 Iteration 9Q: 3 clusters Score -183631.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -183660.281250 Penalty: 590.383301 Iteration 10Q: 3 clusters Score -183660.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -183680.062500 Penalty: 590.383301 Iteration 11Q: 3 clusters Score -183680.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -183701.640625 Penalty: 590.383301 Iteration 12Q: 3 clusters Score -183701.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -183719.046875 Penalty: 590.383301 Iteration 13Q: 3 clusters Score -183719 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -183734.312500 Penalty: 590.383301 Iteration 14Q: 3 clusters Score -183734.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -183749.500000 Penalty: 590.383301 Iteration 15Q: 3 clusters Score -183749.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -183767.546875 Penalty: 590.383301 Iteration 16Q: 3 clusters Score -183767.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -183792.125000 Penalty: 590.383301 Iteration 17Q: 3 clusters Score -183792.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -183815.421875 Penalty: 590.383301 Iteration 18Q: 3 clusters Score -183815.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -183831.453125 Penalty: 590.383301 Iteration 19Q: 3 clusters Score -183831.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -183844.796875 Penalty: 590.383301 Iteration 20F: 3 clusters Score -183844.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -183859.031250 Penalty: 590.383301 Iteration 21Q: 3 clusters Score -183859 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -183871.937500 Penalty: 590.383301 Iteration 22Q: 3 clusters Score -183871.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -183884.031250 Penalty: 590.383301 Iteration 23Q: 3 clusters Score -183884 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -183897.968750 Penalty: 590.383301 Iteration 24Q: 3 clusters Score -183898 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -183909.421875 Penalty: 590.383301 Iteration 25Q: 3 clusters Score -183909.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -183919.609375 Penalty: 590.383301 Iteration 26Q: 3 clusters Score -183919.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -183929.781250 Penalty: 590.383301 Iteration 27Q: 3 clusters Score -183929.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -183937.265625 Penalty: 590.383301 Iteration 28Q: 3 clusters Score -183937.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -183947.921875 Penalty: 590.383301 Iteration 29Q: 3 clusters Score -183947.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -183960.109375 Penalty: 590.383301 Iteration 30Q: 3 clusters Score -183960.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -183972.406250 Penalty: 590.383301 Iteration 31Q: 3 clusters Score -183972.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -183981.437500 Penalty: 590.383301 Iteration 32Q: 3 clusters Score -183981.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -183993.187500 Penalty: 590.383301 Iteration 33Q: 3 clusters Score -183993.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -184012.046875 Penalty: 590.383301 Iteration 34Q: 3 clusters Score -184012 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -184036.078125 Penalty: 590.383301 Iteration 35Q: 3 clusters Score -184036.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -184055.359375 Penalty: 590.383301 Iteration 36Q: 3 clusters Score -184055.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -184070.515625 Penalty: 590.383301 Iteration 37Q: 3 clusters Score -184070.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -184083.171875 Penalty: 590.383301 Iteration 38Q: 3 clusters Score -184083.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -184094.296875 Penalty: 590.383301 Iteration 39Q: 3 clusters Score -184094.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -184105.531250 Penalty: 590.383301 Iteration 40F: 3 clusters Score -184105.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -184115.781250 Penalty: 590.383301 Iteration 41Q: 3 clusters Score -184115.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -184125.968750 Penalty: 590.383301 Iteration 42Q: 3 clusters Score -184126 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -184134.203125 Penalty: 590.383301 Iteration 43Q: 3 clusters Score -184134.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -184143.671875 Penalty: 590.383301 Iteration 44Q: 3 clusters Score -184143.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -184155.484375 Penalty: 590.383301 Iteration 45Q: 3 clusters Score -184155.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -184164.546875 Penalty: 590.383301 Iteration 46Q: 3 clusters Score -184164.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -184171.421875 Penalty: 590.383301 Iteration 47Q: 3 clusters Score -184171.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -184179.703125 Penalty: 590.383301 Iteration 48Q: 3 clusters Score -184179.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -184190.218750 Penalty: 590.383301 Iteration 49Q: 3 clusters Score -184190.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -184197.656250 Penalty: 590.383301 Iteration 50Q: 3 clusters Score -184197.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -184203.875000 Penalty: 590.383301 Iteration 51Q: 3 clusters Score -184203.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -184209.578125 Penalty: 590.383301 Iteration 52Q: 3 clusters Score -184209.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -184218.046875 Penalty: 590.383301 Iteration 53Q: 3 clusters Score -184218 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -184226.796875 Penalty: 590.383301 Iteration 54Q: 3 clusters Score -184226.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -184236.218750 Penalty: 590.383301 Iteration 55Q: 3 clusters Score -184236.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -184239.656250 Penalty: 590.383301 Iteration 56Q: 3 clusters Score -184239.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -184242.031250 Penalty: 590.383301 Iteration 57Q: 3 clusters Score -184242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -184243.500000 Penalty: 590.383301 Iteration 58Q: 3 clusters Score -184243.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -184247.687500 Penalty: 590.383301 Iteration 59Q: 3 clusters Score -184247.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -184251.125000 Penalty: 590.383301 Iteration 60F: 3 clusters Score -184251.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -184251.890625 Penalty: 590.383301 Iteration 61Q: 3 clusters Score -184251.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -184254.218750 Penalty: 590.383301 Iteration 62Q: 3 clusters Score -184254.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -184256.812500 Penalty: 590.383301 Iteration 63Q: 3 clusters Score -184256.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -184258.281250 Penalty: 590.383301 Iteration 64Q: 3 clusters Score -184258.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -184260.359375 Penalty: 590.383301 Iteration 65Q: 3 clusters Score -184260.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -184261.281250 Penalty: 590.383301 Iteration 66Q: 3 clusters Score -184261.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -184262.000000 Penalty: 590.383301 Iteration 67Q: 3 clusters Score -184262 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -184263.390625 Penalty: 590.383301 Iteration 68Q: 3 clusters Score -184263.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -184265.078125 Penalty: 590.383301 Iteration 69Q: 3 clusters Score -184265.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -184266.234375 Penalty: 590.383301 Iteration 70Q: 3 clusters Score -184266.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -184267.593750 Penalty: 590.383301 Iteration 71Q: 3 clusters Score -184267.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -184269.234375 Penalty: 590.383301 Iteration 72Q: 3 clusters Score -184269.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -184269.265625 Penalty: 590.383301 Iteration 73Q: 3 clusters Score -184269.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -184270.125000 Penalty: 590.383301 Iteration 74Q: 3 clusters Score -184270.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -184270.531250 Penalty: 590.383301 Iteration 75Q: 3 clusters Score -184270.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -184271.234375 Penalty: 590.383301 Iteration 76Q: 3 clusters Score -184271.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -184271.312500 Penalty: 590.383301 Iteration 77Q: 3 clusters Score -184271.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -184271.406250 Penalty: 590.383301 Iteration 78Q: 3 clusters Score -184271.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -184271.359375 Penalty: 590.383301 Iteration 79Q: 3 clusters Score -184271.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -184271.421875 Penalty: 590.383301 Iteration 80F: 3 clusters Score -184271.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -184271.390625 Penalty: 590.383301 Iteration 81Q: 3 clusters Score -184271.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -184271.687500 Penalty: 590.383301 Iteration 82Q: 3 clusters Score -184271.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -184271.656250 Penalty: 590.383301 Iteration 83Q: 3 clusters Score -184271.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -184272.437500 Penalty: 590.383301 Iteration 84Q: 3 clusters Score -184272.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -184272.937500 Penalty: 590.383301 Iteration 85Q: 3 clusters Score -184272.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -184273.250000 Penalty: 590.383301 Iteration 86Q: 3 clusters Score -184273.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -184273.468750 Penalty: 590.383301 Iteration 87Q: 3 clusters Score -184273.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -184273.468750 Penalty: 590.383301 Iteration 88F: 3 clusters Score -184273.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Entering Unmasked Estep Score: -13236.667969 Penalty: 208.644653 Iteration 0F: 2 clusters Score -13236.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -12762.668945 Penalty: 417.289307 Iteration 0F: 3 clusters Score -12762.67 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -12894.136719 Penalty: 417.289307 Iteration 1F: 3 clusters Score -12894.14 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -12912.177734 Penalty: 417.289307 Iteration 2F: 3 clusters Score -12912.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -12931.045898 Penalty: 417.289307 Iteration 3F: 3 clusters Score -12931.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -12943.077148 Penalty: 417.289307 Iteration 4Q: 3 clusters Score -12943.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -12953.490234 Penalty: 417.289307 Iteration 5Q: 3 clusters Score -12953.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -12957.654297 Penalty: 417.289307 Iteration 6Q: 3 clusters Score -12957.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -12965.538086 Penalty: 417.289307 Iteration 7Q: 3 clusters Score -12965.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -12982.291016 Penalty: 417.289307 Iteration 8Q: 3 clusters Score -12982.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12993.286133 Penalty: 417.289307 Iteration 9Q: 3 clusters Score -12993.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -13004.027344 Penalty: 417.289307 Iteration 10Q: 3 clusters Score -13004.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -13008.514648 Penalty: 417.289307 Iteration 11Q: 3 clusters Score -13008.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13011.131836 Penalty: 417.289307 Iteration 12Q: 3 clusters Score -13011.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -13013.191406 Penalty: 417.289307 Iteration 13Q: 3 clusters Score -13013.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -13015.498047 Penalty: 417.289307 Iteration 14Q: 3 clusters Score -13015.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13020.491211 Penalty: 417.289307 Iteration 15Q: 3 clusters Score -13020.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13024.859375 Penalty: 417.289307 Iteration 16Q: 3 clusters Score -13024.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13026.824219 Penalty: 417.289307 Iteration 17Q: 3 clusters Score -13026.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13027.469727 Penalty: 417.289307 Iteration 18Q: 3 clusters Score -13027.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13027.469727 Penalty: 417.289307 Iteration 19F: 3 clusters Score -13027.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Entering Unmasked Estep Score: -110080.484375 Penalty: 278.179199 Iteration 0F: 2 clusters Score -110080.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -107045.625000 Penalty: 556.358398 Iteration 0F: 3 clusters Score -107045.6 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -108356.796875 Penalty: 556.358398 Iteration 1F: 3 clusters Score -108356.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -108530.312500 Penalty: 556.358398 Iteration 2F: 3 clusters Score -108530.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -108678.289062 Penalty: 556.358398 Iteration 3F: 3 clusters Score -108678.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -108837.718750 Penalty: 556.358398 Iteration 4F: 3 clusters Score -108837.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -109030.898438 Penalty: 556.358398 Iteration 5F: 3 clusters Score -109030.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -109195.140625 Penalty: 556.358398 Iteration 6Q: 3 clusters Score -109195.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -109284.453125 Penalty: 556.358398 Iteration 7Q: 3 clusters Score -109284.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -109352.398438 Penalty: 556.358398 Iteration 8Q: 3 clusters Score -109352.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -109404.289062 Penalty: 556.358398 Iteration 9Q: 3 clusters Score -109404.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -109452.843750 Penalty: 556.358398 Iteration 10Q: 3 clusters Score -109452.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -109489.273438 Penalty: 556.358398 Iteration 11Q: 3 clusters Score -109489.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -109528.937500 Penalty: 556.358398 Iteration 12Q: 3 clusters Score -109528.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -109567.304688 Penalty: 556.358398 Iteration 13Q: 3 clusters Score -109567.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -109605.695312 Penalty: 556.358398 Iteration 14Q: 3 clusters Score -109605.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -109630.718750 Penalty: 556.358398 Iteration 15Q: 3 clusters Score -109630.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -109653.000000 Penalty: 556.358398 Iteration 16Q: 3 clusters Score -109653 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -109677.031250 Penalty: 556.358398 Iteration 17Q: 3 clusters Score -109677 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -109706.015625 Penalty: 556.358398 Iteration 18Q: 3 clusters Score -109706 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -109731.085938 Penalty: 556.358398 Iteration 19Q: 3 clusters Score -109731.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -109745.093750 Penalty: 556.358398 Iteration 20F: 3 clusters Score -109745.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -109761.296875 Penalty: 556.358398 Iteration 21Q: 3 clusters Score -109761.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -109779.671875 Penalty: 556.358398 Iteration 22Q: 3 clusters Score -109779.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -109796.375000 Penalty: 556.358398 Iteration 23Q: 3 clusters Score -109796.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -109808.117188 Penalty: 556.358398 Iteration 24Q: 3 clusters Score -109808.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -109813.976562 Penalty: 556.358398 Iteration 25Q: 3 clusters Score -109814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -109817.187500 Penalty: 556.358398 Iteration 26Q: 3 clusters Score -109817.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -109820.929688 Penalty: 556.358398 Iteration 27Q: 3 clusters Score -109820.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -109826.140625 Penalty: 556.358398 Iteration 28Q: 3 clusters Score -109826.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -109834.460938 Penalty: 556.358398 Iteration 29Q: 3 clusters Score -109834.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -109844.257812 Penalty: 556.358398 Iteration 30Q: 3 clusters Score -109844.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -109852.531250 Penalty: 556.358398 Iteration 31Q: 3 clusters Score -109852.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -109855.484375 Penalty: 556.358398 Iteration 32Q: 3 clusters Score -109855.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -109860.210938 Penalty: 556.358398 Iteration 33Q: 3 clusters Score -109860.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -109865.945312 Penalty: 556.358398 Iteration 34Q: 3 clusters Score -109865.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -109869.929688 Penalty: 556.358398 Iteration 35Q: 3 clusters Score -109869.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -109873.468750 Penalty: 556.358398 Iteration 36Q: 3 clusters Score -109873.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -109874.835938 Penalty: 556.358398 Iteration 37Q: 3 clusters Score -109874.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -109875.515625 Penalty: 556.358398 Iteration 38Q: 3 clusters Score -109875.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -109876.765625 Penalty: 556.358398 Iteration 39Q: 3 clusters Score -109876.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -109877.335938 Penalty: 556.358398 Iteration 40F: 3 clusters Score -109877.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -109878.632812 Penalty: 556.358398 Iteration 41Q: 3 clusters Score -109878.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -109879.093750 Penalty: 556.358398 Iteration 42Q: 3 clusters Score -109879.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -109880.257812 Penalty: 556.358398 Iteration 43Q: 3 clusters Score -109880.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -109880.914062 Penalty: 556.358398 Iteration 44Q: 3 clusters Score -109880.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -109881.101562 Penalty: 556.358398 Iteration 45Q: 3 clusters Score -109881.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -109881.468750 Penalty: 556.358398 Iteration 46Q: 3 clusters Score -109881.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -109881.929688 Penalty: 556.358398 Iteration 47Q: 3 clusters Score -109881.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -109883.351562 Penalty: 556.358398 Iteration 48Q: 3 clusters Score -109883.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -109884.921875 Penalty: 556.358398 Iteration 49Q: 3 clusters Score -109884.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -109886.328125 Penalty: 556.358398 Iteration 50Q: 3 clusters Score -109886.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -109888.265625 Penalty: 556.358398 Iteration 51Q: 3 clusters Score -109888.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -109890.203125 Penalty: 556.358398 Iteration 52Q: 3 clusters Score -109890.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -109890.414062 Penalty: 556.358398 Iteration 53Q: 3 clusters Score -109890.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -109890.539062 Penalty: 556.358398 Iteration 54Q: 3 clusters Score -109890.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -109890.718750 Penalty: 556.358398 Iteration 55Q: 3 clusters Score -109890.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -109890.718750 Penalty: 556.358398 Iteration 56F: 3 clusters Score -109890.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Entering Unmasked Estep Score: -83243.968750 Penalty: 268.096954 Iteration 0F: 2 clusters Score -83243.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -81020.179688 Penalty: 536.193909 Iteration 0F: 3 clusters Score -81020.18 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -81946.179688 Penalty: 536.193909 Iteration 1F: 3 clusters Score -81946.18 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -82141.562500 Penalty: 536.193909 Iteration 2F: 3 clusters Score -82141.56 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -82346.601562 Penalty: 536.193909 Iteration 3F: 3 clusters Score -82346.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -82576.523438 Penalty: 536.193909 Iteration 4F: 3 clusters Score -82576.52 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -82775.843750 Penalty: 536.193909 Iteration 5F: 3 clusters Score -82775.84 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -82882.585938 Penalty: 536.193909 Iteration 6F: 3 clusters Score -82882.59 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -82948.609375 Penalty: 536.193909 Iteration 7Q: 3 clusters Score -82948.61 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -82995.218750 Penalty: 536.193909 Iteration 8Q: 3 clusters Score -82995.22 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -83030.531250 Penalty: 536.193909 Iteration 9Q: 3 clusters Score -83030.53 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -83057.234375 Penalty: 536.193909 Iteration 10Q: 3 clusters Score -83057.23 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -83082.070312 Penalty: 536.193909 Iteration 11Q: 3 clusters Score -83082.07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -83097.929688 Penalty: 536.193909 Iteration 12Q: 3 clusters Score -83097.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -83108.500000 Penalty: 536.193909 Iteration 13Q: 3 clusters Score -83108.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -83114.921875 Penalty: 536.193909 Iteration 14Q: 3 clusters Score -83114.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -83119.554688 Penalty: 536.193909 Iteration 15Q: 3 clusters Score -83119.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -83123.218750 Penalty: 536.193909 Iteration 16Q: 3 clusters Score -83123.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -83126.046875 Penalty: 536.193909 Iteration 17Q: 3 clusters Score -83126.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -83128.648438 Penalty: 536.193909 Iteration 18Q: 3 clusters Score -83128.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -83130.585938 Penalty: 536.193909 Iteration 19Q: 3 clusters Score -83130.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -83132.054688 Penalty: 536.193909 Iteration 20F: 3 clusters Score -83132.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -83133.671875 Penalty: 536.193909 Iteration 21Q: 3 clusters Score -83133.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -83136.812500 Penalty: 536.193909 Iteration 22Q: 3 clusters Score -83136.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -83142.578125 Penalty: 536.193909 Iteration 23Q: 3 clusters Score -83142.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -83149.890625 Penalty: 536.193909 Iteration 24Q: 3 clusters Score -83149.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -83159.257812 Penalty: 536.193909 Iteration 25Q: 3 clusters Score -83159.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -83168.804688 Penalty: 536.193909 Iteration 26Q: 3 clusters Score -83168.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -83179.039062 Penalty: 536.193909 Iteration 27Q: 3 clusters Score -83179.04 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -83193.179688 Penalty: 536.193909 Iteration 28Q: 3 clusters Score -83193.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -83201.148438 Penalty: 536.193909 Iteration 29Q: 3 clusters Score -83201.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -83206.226562 Penalty: 536.193909 Iteration 30Q: 3 clusters Score -83206.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -83210.382812 Penalty: 536.193909 Iteration 31Q: 3 clusters Score -83210.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -83211.882812 Penalty: 536.193909 Iteration 32Q: 3 clusters Score -83211.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -83212.773438 Penalty: 536.193909 Iteration 33Q: 3 clusters Score -83212.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -83213.937500 Penalty: 536.193909 Iteration 34Q: 3 clusters Score -83213.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -83214.289062 Penalty: 536.193909 Iteration 35Q: 3 clusters Score -83214.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -83215.554688 Penalty: 536.193909 Iteration 36Q: 3 clusters Score -83215.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -83216.539062 Penalty: 536.193909 Iteration 37Q: 3 clusters Score -83216.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -83216.976562 Penalty: 536.193909 Iteration 38Q: 3 clusters Score -83216.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -83217.648438 Penalty: 536.193909 Iteration 39Q: 3 clusters Score -83217.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -83218.398438 Penalty: 536.193909 Iteration 40F: 3 clusters Score -83218.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -83219.117188 Penalty: 536.193909 Iteration 41Q: 3 clusters Score -83219.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -83220.031250 Penalty: 536.193909 Iteration 42Q: 3 clusters Score -83220.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -83220.789062 Penalty: 536.193909 Iteration 43Q: 3 clusters Score -83220.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -83220.773438 Penalty: 536.193909 Iteration 44Q: 3 clusters Score -83220.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -83220.773438 Penalty: 536.193909 Iteration 45F: 3 clusters Score -83220.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Entering Unmasked Estep Score: -9352.931641 Penalty: 204.549805 Iteration 0F: 2 clusters Score -9352.932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -8945.791992 Penalty: 409.099609 Iteration 0F: 3 clusters Score -8945.792 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -9121.243164 Penalty: 409.099609 Iteration 1F: 3 clusters Score -9121.243 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -9160.095703 Penalty: 409.099609 Iteration 2F: 3 clusters Score -9160.096 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9180.056641 Penalty: 409.099609 Iteration 3Q: 3 clusters Score -9180.057 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -9193.625000 Penalty: 409.099609 Iteration 4Q: 3 clusters Score -9193.625 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9195.611328 Penalty: 409.099609 Iteration 5Q: 3 clusters Score -9195.611 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9197.148438 Penalty: 409.099609 Iteration 6Q: 3 clusters Score -9197.148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9197.717773 Penalty: 409.099609 Iteration 7Q: 3 clusters Score -9197.718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -9198.041992 Penalty: 409.099609 Iteration 8Q: 3 clusters Score -9198.042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9198.115234 Penalty: 409.099609 Iteration 9Q: 3 clusters Score -9198.115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -9198.654297 Penalty: 409.099609 Iteration 10Q: 3 clusters Score -9198.654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -9198.654297 Penalty: 409.099609 Iteration 11F: 3 clusters Score -9198.654 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Entering Unmasked Estep Score: -42322.550781 Penalty: 245.486053 Iteration 0F: 2 clusters Score -42322.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -41127.449219 Penalty: 490.972107 Iteration 0F: 3 clusters Score -41127.45 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -41565.976562 Penalty: 490.972107 Iteration 1F: 3 clusters Score -41565.98 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -41641.566406 Penalty: 490.972107 Iteration 2F: 3 clusters Score -41641.57 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -41721.121094 Penalty: 490.972107 Iteration 3F: 3 clusters Score -41721.12 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -41788.085938 Penalty: 490.972107 Iteration 4F: 3 clusters Score -41788.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -41845.011719 Penalty: 490.972107 Iteration 5F: 3 clusters Score -41845.01 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -41901.921875 Penalty: 490.972107 Iteration 6Q: 3 clusters Score -41901.92 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -41939.683594 Penalty: 490.972107 Iteration 7Q: 3 clusters Score -41939.68 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -41956.230469 Penalty: 490.972107 Iteration 8Q: 3 clusters Score -41956.23 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -41966.867188 Penalty: 490.972107 Iteration 9Q: 3 clusters Score -41966.87 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -41975.054688 Penalty: 490.972107 Iteration 10Q: 3 clusters Score -41975.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -41979.839844 Penalty: 490.972107 Iteration 11Q: 3 clusters Score -41979.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -41983.890625 Penalty: 490.972107 Iteration 12Q: 3 clusters Score -41983.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -41988.421875 Penalty: 490.972107 Iteration 13Q: 3 clusters Score -41988.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -41996.171875 Penalty: 490.972107 Iteration 14Q: 3 clusters Score -41996.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -42002.531250 Penalty: 490.972107 Iteration 15Q: 3 clusters Score -42002.53 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -42011.273438 Penalty: 490.972107 Iteration 16Q: 3 clusters Score -42011.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -42022.363281 Penalty: 490.972107 Iteration 17Q: 3 clusters Score -42022.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -42031.597656 Penalty: 490.972107 Iteration 18Q: 3 clusters Score -42031.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -42042.742188 Penalty: 490.972107 Iteration 19Q: 3 clusters Score -42042.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -42048.519531 Penalty: 490.972107 Iteration 20F: 3 clusters Score -42048.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -42052.882812 Penalty: 490.972107 Iteration 21Q: 3 clusters Score -42052.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -42055.527344 Penalty: 490.972107 Iteration 22Q: 3 clusters Score -42055.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -42059.503906 Penalty: 490.972107 Iteration 23Q: 3 clusters Score -42059.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -42062.640625 Penalty: 490.972107 Iteration 24Q: 3 clusters Score -42062.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -42063.808594 Penalty: 490.972107 Iteration 25Q: 3 clusters Score -42063.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -42064.812500 Penalty: 490.972107 Iteration 26Q: 3 clusters Score -42064.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -42065.675781 Penalty: 490.972107 Iteration 27Q: 3 clusters Score -42065.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -42065.914062 Penalty: 490.972107 Iteration 28Q: 3 clusters Score -42065.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -42066.285156 Penalty: 490.972107 Iteration 29Q: 3 clusters Score -42066.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -42066.718750 Penalty: 490.972107 Iteration 30Q: 3 clusters Score -42066.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -42066.968750 Penalty: 490.972107 Iteration 31Q: 3 clusters Score -42066.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -42067.632812 Penalty: 490.972107 Iteration 32Q: 3 clusters Score -42067.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -42067.964844 Penalty: 490.972107 Iteration 33Q: 3 clusters Score -42067.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -42068.292969 Penalty: 490.972107 Iteration 34Q: 3 clusters Score -42068.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -42068.570312 Penalty: 490.972107 Iteration 35Q: 3 clusters Score -42068.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -42068.859375 Penalty: 490.972107 Iteration 36Q: 3 clusters Score -42068.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -42069.101562 Penalty: 490.972107 Iteration 37Q: 3 clusters Score -42069.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -42069.613281 Penalty: 490.972107 Iteration 38Q: 3 clusters Score -42069.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -42069.765625 Penalty: 490.972107 Iteration 39Q: 3 clusters Score -42069.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -42070.398438 Penalty: 490.972107 Iteration 40F: 3 clusters Score -42070.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -42072.292969 Penalty: 490.972107 Iteration 41Q: 3 clusters Score -42072.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -42074.890625 Penalty: 490.972107 Iteration 42Q: 3 clusters Score -42074.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -42079.417969 Penalty: 490.972107 Iteration 43Q: 3 clusters Score -42079.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -42082.101562 Penalty: 490.972107 Iteration 44Q: 3 clusters Score -42082.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -42084.949219 Penalty: 490.972107 Iteration 45Q: 3 clusters Score -42084.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -42087.007812 Penalty: 490.972107 Iteration 46Q: 3 clusters Score -42087.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -42088.476562 Penalty: 490.972107 Iteration 47Q: 3 clusters Score -42088.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -42089.867188 Penalty: 490.972107 Iteration 48Q: 3 clusters Score -42089.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -42093.046875 Penalty: 490.972107 Iteration 49Q: 3 clusters Score -42093.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -42094.523438 Penalty: 490.972107 Iteration 50Q: 3 clusters Score -42094.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -42094.777344 Penalty: 490.972107 Iteration 51Q: 3 clusters Score -42094.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -42095.109375 Penalty: 490.972107 Iteration 52Q: 3 clusters Score -42095.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -42095.109375 Penalty: 490.972107 Iteration 53F: 3 clusters Score -42095.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -12008.855469 Penalty: 216.885330 Iteration 0F: 2 clusters Score -12008.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -11457.367188 Penalty: 433.770660 Iteration 0F: 3 clusters Score -11457.37 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -11613.942383 Penalty: 433.770660 Iteration 1F: 3 clusters Score -11613.94 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -11649.362305 Penalty: 433.770660 Iteration 2F: 3 clusters Score -11649.36 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -11677.222656 Penalty: 433.770660 Iteration 3F: 3 clusters Score -11677.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -11697.217773 Penalty: 433.770660 Iteration 4Q: 3 clusters Score -11697.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -11711.649414 Penalty: 433.770660 Iteration 5Q: 3 clusters Score -11711.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -11723.394531 Penalty: 433.770660 Iteration 6Q: 3 clusters Score -11723.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -11733.264648 Penalty: 433.770660 Iteration 7Q: 3 clusters Score -11733.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -11739.185547 Penalty: 433.770660 Iteration 8Q: 3 clusters Score -11739.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -11748.114258 Penalty: 433.770660 Iteration 9Q: 3 clusters Score -11748.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -11762.594727 Penalty: 433.770660 Iteration 10Q: 3 clusters Score -11762.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -11775.153320 Penalty: 433.770660 Iteration 11Q: 3 clusters Score -11775.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -11796.277344 Penalty: 433.770660 Iteration 12Q: 3 clusters Score -11796.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -11815.172852 Penalty: 433.770660 Iteration 13Q: 3 clusters Score -11815.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -11836.833008 Penalty: 433.770660 Iteration 14Q: 3 clusters Score -11836.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -11851.285156 Penalty: 433.770660 Iteration 15Q: 3 clusters Score -11851.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -11861.804688 Penalty: 433.770660 Iteration 16Q: 3 clusters Score -11861.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -11870.205078 Penalty: 433.770660 Iteration 17Q: 3 clusters Score -11870.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -11877.171875 Penalty: 433.770660 Iteration 18Q: 3 clusters Score -11877.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -11879.062500 Penalty: 433.770660 Iteration 19Q: 3 clusters Score -11879.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11880.523438 Penalty: 433.770660 Iteration 20F: 3 clusters Score -11880.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -11882.060547 Penalty: 433.770660 Iteration 21Q: 3 clusters Score -11882.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -11883.549805 Penalty: 433.770660 Iteration 22Q: 3 clusters Score -11883.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -11884.016602 Penalty: 433.770660 Iteration 23Q: 3 clusters Score -11884.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -11884.612305 Penalty: 433.770660 Iteration 24Q: 3 clusters Score -11884.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11885.002930 Penalty: 433.770660 Iteration 25Q: 3 clusters Score -11885 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11885.002930 Penalty: 433.770660 Iteration 26F: 3 clusters Score -11885 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Entering Unmasked Estep Score: -26684.193359 Penalty: 228.512207 Iteration 0F: 2 clusters Score -26684.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -25928.613281 Penalty: 457.024414 Iteration 0F: 3 clusters Score -25928.61 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -26157.556641 Penalty: 457.024414 Iteration 1F: 3 clusters Score -26157.56 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -26209.115234 Penalty: 457.024414 Iteration 2F: 3 clusters Score -26209.12 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -26257.203125 Penalty: 457.024414 Iteration 3F: 3 clusters Score -26257.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -26302.490234 Penalty: 457.024414 Iteration 4F: 3 clusters Score -26302.49 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -26344.208984 Penalty: 457.024414 Iteration 5F: 3 clusters Score -26344.21 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -26378.154297 Penalty: 457.024414 Iteration 6Q: 3 clusters Score -26378.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -26410.753906 Penalty: 457.024414 Iteration 7Q: 3 clusters Score -26410.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -26422.505859 Penalty: 457.024414 Iteration 8Q: 3 clusters Score -26422.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -26426.853516 Penalty: 457.024414 Iteration 9Q: 3 clusters Score -26426.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -26431.960938 Penalty: 457.024414 Iteration 10Q: 3 clusters Score -26431.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -26439.082031 Penalty: 457.024414 Iteration 11Q: 3 clusters Score -26439.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -26444.416016 Penalty: 457.024414 Iteration 12Q: 3 clusters Score -26444.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -26447.083984 Penalty: 457.024414 Iteration 13Q: 3 clusters Score -26447.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -26448.507812 Penalty: 457.024414 Iteration 14Q: 3 clusters Score -26448.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -26450.541016 Penalty: 457.024414 Iteration 15Q: 3 clusters Score -26450.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -26451.410156 Penalty: 457.024414 Iteration 16Q: 3 clusters Score -26451.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -26452.748047 Penalty: 457.024414 Iteration 17Q: 3 clusters Score -26452.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -26456.949219 Penalty: 457.024414 Iteration 18Q: 3 clusters Score -26456.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -26462.451172 Penalty: 457.024414 Iteration 19Q: 3 clusters Score -26462.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -26469.255859 Penalty: 457.024414 Iteration 20F: 3 clusters Score -26469.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -26473.492188 Penalty: 457.024414 Iteration 21Q: 3 clusters Score -26473.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -26475.015625 Penalty: 457.024414 Iteration 22Q: 3 clusters Score -26475.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -26476.769531 Penalty: 457.024414 Iteration 23Q: 3 clusters Score -26476.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -26477.550781 Penalty: 457.024414 Iteration 24Q: 3 clusters Score -26477.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -26478.234375 Penalty: 457.024414 Iteration 25Q: 3 clusters Score -26478.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -26479.378906 Penalty: 457.024414 Iteration 26Q: 3 clusters Score -26479.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -26479.378906 Penalty: 457.024414 Iteration 27F: 3 clusters Score -26479.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (2077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Entering Unmasked Estep Score: -50178.980469 Penalty: 252.076447 Iteration 0F: 2 clusters Score -50178.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -48760.695312 Penalty: 504.152893 Iteration 0F: 3 clusters Score -48760.7 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -49339.445312 Penalty: 504.152893 Iteration 1F: 3 clusters Score -49339.45 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -49440.640625 Penalty: 504.152893 Iteration 2F: 3 clusters Score -49440.64 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -49517.273438 Penalty: 504.152893 Iteration 3F: 3 clusters Score -49517.27 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -49600.562500 Penalty: 504.152893 Iteration 4Q: 3 clusters Score -49600.56 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -49672.351562 Penalty: 504.152893 Iteration 5Q: 3 clusters Score -49672.35 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -49730.343750 Penalty: 504.152893 Iteration 6Q: 3 clusters Score -49730.34 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -49758.941406 Penalty: 504.152893 Iteration 7Q: 3 clusters Score -49758.94 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -49781.113281 Penalty: 504.152893 Iteration 8Q: 3 clusters Score -49781.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -49801.472656 Penalty: 504.152893 Iteration 9Q: 3 clusters Score -49801.47 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -49817.984375 Penalty: 504.152893 Iteration 10Q: 3 clusters Score -49817.98 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -49835.808594 Penalty: 504.152893 Iteration 11Q: 3 clusters Score -49835.81 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -49852.257812 Penalty: 504.152893 Iteration 12Q: 3 clusters Score -49852.26 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -49868.683594 Penalty: 504.152893 Iteration 13Q: 3 clusters Score -49868.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -49880.933594 Penalty: 504.152893 Iteration 14Q: 3 clusters Score -49880.93 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -49893.710938 Penalty: 504.152893 Iteration 15Q: 3 clusters Score -49893.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -49910.968750 Penalty: 504.152893 Iteration 16Q: 3 clusters Score -49910.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -49922.687500 Penalty: 504.152893 Iteration 17Q: 3 clusters Score -49922.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -49932.472656 Penalty: 504.152893 Iteration 18Q: 3 clusters Score -49932.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -49937.128906 Penalty: 504.152893 Iteration 19Q: 3 clusters Score -49937.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -49940.773438 Penalty: 504.152893 Iteration 20F: 3 clusters Score -49940.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -49944.023438 Penalty: 504.152893 Iteration 21Q: 3 clusters Score -49944.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -49947.562500 Penalty: 504.152893 Iteration 22Q: 3 clusters Score -49947.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -49952.542969 Penalty: 504.152893 Iteration 23Q: 3 clusters Score -49952.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -49954.894531 Penalty: 504.152893 Iteration 24Q: 3 clusters Score -49954.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -49957.906250 Penalty: 504.152893 Iteration 25Q: 3 clusters Score -49957.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -49961.195312 Penalty: 504.152893 Iteration 26Q: 3 clusters Score -49961.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -49962.542969 Penalty: 504.152893 Iteration 27Q: 3 clusters Score -49962.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -49965.222656 Penalty: 504.152893 Iteration 28Q: 3 clusters Score -49965.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -49968.503906 Penalty: 504.152893 Iteration 29Q: 3 clusters Score -49968.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -49972.789062 Penalty: 504.152893 Iteration 30Q: 3 clusters Score -49972.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -49976.343750 Penalty: 504.152893 Iteration 31Q: 3 clusters Score -49976.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -49978.085938 Penalty: 504.152893 Iteration 32Q: 3 clusters Score -49978.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -49978.621094 Penalty: 504.152893 Iteration 33Q: 3 clusters Score -49978.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -49978.621094 Penalty: 504.152893 Iteration 34F: 3 clusters Score -49978.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Entering Unmasked Estep Score: -43789.789062 Penalty: 245.174179 Iteration 0F: 2 clusters Score -43789.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -42612.386719 Penalty: 490.348358 Iteration 0F: 3 clusters Score -42612.39 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -42973.667969 Penalty: 490.348358 Iteration 1F: 3 clusters Score -42973.67 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -43050.632812 Penalty: 490.348358 Iteration 2F: 3 clusters Score -43050.63 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -43123.578125 Penalty: 490.348358 Iteration 3F: 3 clusters Score -43123.58 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -43190.062500 Penalty: 490.348358 Iteration 4F: 3 clusters Score -43190.06 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -43244.585938 Penalty: 490.348358 Iteration 5Q: 3 clusters Score -43244.59 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -43281.113281 Penalty: 490.348358 Iteration 6Q: 3 clusters Score -43281.11 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -43307.445312 Penalty: 490.348358 Iteration 7Q: 3 clusters Score -43307.45 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -43341.652344 Penalty: 490.348358 Iteration 8Q: 3 clusters Score -43341.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -43377.566406 Penalty: 490.348358 Iteration 9Q: 3 clusters Score -43377.57 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -43414.425781 Penalty: 490.348358 Iteration 10Q: 3 clusters Score -43414.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -43444.617188 Penalty: 490.348358 Iteration 11Q: 3 clusters Score -43444.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -43468.753906 Penalty: 490.348358 Iteration 12Q: 3 clusters Score -43468.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -43494.496094 Penalty: 490.348358 Iteration 13Q: 3 clusters Score -43494.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -43509.464844 Penalty: 490.348358 Iteration 14Q: 3 clusters Score -43509.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -43517.710938 Penalty: 490.348358 Iteration 15Q: 3 clusters Score -43517.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -43531.703125 Penalty: 490.348358 Iteration 16Q: 3 clusters Score -43531.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -43540.285156 Penalty: 490.348358 Iteration 17Q: 3 clusters Score -43540.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -43544.238281 Penalty: 490.348358 Iteration 18Q: 3 clusters Score -43544.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -43546.726562 Penalty: 490.348358 Iteration 19Q: 3 clusters Score -43546.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -43549.000000 Penalty: 490.348358 Iteration 20F: 3 clusters Score -43549 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -43552.703125 Penalty: 490.348358 Iteration 21Q: 3 clusters Score -43552.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -43557.183594 Penalty: 490.348358 Iteration 22Q: 3 clusters Score -43557.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -43559.363281 Penalty: 490.348358 Iteration 23Q: 3 clusters Score -43559.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -43561.117188 Penalty: 490.348358 Iteration 24Q: 3 clusters Score -43561.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -43562.781250 Penalty: 490.348358 Iteration 25Q: 3 clusters Score -43562.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -43565.562500 Penalty: 490.348358 Iteration 26Q: 3 clusters Score -43565.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -43568.601562 Penalty: 490.348358 Iteration 27Q: 3 clusters Score -43568.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -43570.156250 Penalty: 490.348358 Iteration 28Q: 3 clusters Score -43570.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -43571.464844 Penalty: 490.348358 Iteration 29Q: 3 clusters Score -43571.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -43572.238281 Penalty: 490.348358 Iteration 30Q: 3 clusters Score -43572.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -43572.511719 Penalty: 490.348358 Iteration 31Q: 3 clusters Score -43572.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -43572.492188 Penalty: 490.348358 Iteration 32Q: 3 clusters Score -43572.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -43572.492188 Penalty: 490.348358 Iteration 33F: 3 clusters Score -43572.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Entering Unmasked Estep Score: -34430.925781 Penalty: 247.988388 Iteration 0F: 2 clusters Score -34430.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -33183.253906 Penalty: 495.976776 Iteration 0F: 3 clusters Score -33183.25 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -33671.464844 Penalty: 495.976776 Iteration 1F: 3 clusters Score -33671.46 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -33764.003906 Penalty: 495.976776 Iteration 2F: 3 clusters Score -33764 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -33829.750000 Penalty: 495.976776 Iteration 3F: 3 clusters Score -33829.75 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -33912.023438 Penalty: 495.976776 Iteration 4F: 3 clusters Score -33912.02 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -33995.898438 Penalty: 495.976776 Iteration 5F: 3 clusters Score -33995.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -34059.964844 Penalty: 495.976776 Iteration 6Q: 3 clusters Score -34059.96 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -34103.058594 Penalty: 495.976776 Iteration 7Q: 3 clusters Score -34103.06 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -34147.765625 Penalty: 495.976776 Iteration 8Q: 3 clusters Score -34147.77 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -34177.804688 Penalty: 495.976776 Iteration 9Q: 3 clusters Score -34177.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -34199.589844 Penalty: 495.976776 Iteration 10Q: 3 clusters Score -34199.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -34223.148438 Penalty: 495.976776 Iteration 11Q: 3 clusters Score -34223.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -34243.195312 Penalty: 495.976776 Iteration 12Q: 3 clusters Score -34243.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -34260.531250 Penalty: 495.976776 Iteration 13Q: 3 clusters Score -34260.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -34275.199219 Penalty: 495.976776 Iteration 14Q: 3 clusters Score -34275.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -34291.128906 Penalty: 495.976776 Iteration 15Q: 3 clusters Score -34291.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -34306.113281 Penalty: 495.976776 Iteration 16Q: 3 clusters Score -34306.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -34314.328125 Penalty: 495.976776 Iteration 17Q: 3 clusters Score -34314.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -34316.136719 Penalty: 495.976776 Iteration 18Q: 3 clusters Score -34316.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -34316.808594 Penalty: 495.976776 Iteration 19Q: 3 clusters Score -34316.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -34316.808594 Penalty: 495.976776 Iteration 20F: 3 clusters Score -34316.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Entering Unmasked Estep Score: -22210.179688 Penalty: 227.356506 Iteration 0F: 2 clusters Score -22210.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -21517.681641 Penalty: 454.713013 Iteration 0F: 3 clusters Score -21517.68 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -21853.576172 Penalty: 454.713013 Iteration 1F: 3 clusters Score -21853.58 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -21954.195312 Penalty: 454.713013 Iteration 2F: 3 clusters Score -21954.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -22004.595703 Penalty: 454.713013 Iteration 3F: 3 clusters Score -22004.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -22029.029297 Penalty: 454.713013 Iteration 4Q: 3 clusters Score -22029.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -22036.708984 Penalty: 454.713013 Iteration 5Q: 3 clusters Score -22036.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -22043.402344 Penalty: 454.713013 Iteration 6Q: 3 clusters Score -22043.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -22049.201172 Penalty: 454.713013 Iteration 7Q: 3 clusters Score -22049.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -22053.734375 Penalty: 454.713013 Iteration 8Q: 3 clusters Score -22053.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -22056.460938 Penalty: 454.713013 Iteration 9Q: 3 clusters Score -22056.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -22058.332031 Penalty: 454.713013 Iteration 10Q: 3 clusters Score -22058.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -22060.378906 Penalty: 454.713013 Iteration 11Q: 3 clusters Score -22060.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -22060.914062 Penalty: 454.713013 Iteration 12Q: 3 clusters Score -22060.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -22061.050781 Penalty: 454.713013 Iteration 13Q: 3 clusters Score -22061.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -22061.050781 Penalty: 454.713013 Iteration 14F: 3 clusters Score -22061.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -10152.448242 Penalty: 200.713226 Iteration 0F: 2 clusters Score -10152.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -9759.962891 Penalty: 401.426453 Iteration 0F: 3 clusters Score -9759.963 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -9886.381836 Penalty: 401.426453 Iteration 1F: 3 clusters Score -9886.382 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -9907.684570 Penalty: 401.426453 Iteration 2F: 3 clusters Score -9907.685 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9917.994141 Penalty: 401.426453 Iteration 3F: 3 clusters Score -9917.994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -9927.639648 Penalty: 401.426453 Iteration 4Q: 3 clusters Score -9927.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -9933.019531 Penalty: 401.426453 Iteration 5Q: 3 clusters Score -9933.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -9934.817383 Penalty: 401.426453 Iteration 6Q: 3 clusters Score -9934.817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -9936.968750 Penalty: 401.426453 Iteration 7Q: 3 clusters Score -9936.969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -9937.403320 Penalty: 401.426453 Iteration 8Q: 3 clusters Score -9937.403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -9937.403320 Penalty: 401.426453 Iteration 9F: 3 clusters Score -9937.403 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Entering Unmasked Estep Score: -39777.335938 Penalty: 243.589554 Iteration 0F: 2 clusters Score -39777.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -38632.929688 Penalty: 487.179108 Iteration 0F: 3 clusters Score -38632.93 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -39040.312500 Penalty: 487.179108 Iteration 1F: 3 clusters Score -39040.31 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -39120.933594 Penalty: 487.179108 Iteration 2F: 3 clusters Score -39120.93 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -39213.917969 Penalty: 487.179108 Iteration 3F: 3 clusters Score -39213.92 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -39323.460938 Penalty: 487.179108 Iteration 4F: 3 clusters Score -39323.46 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -39424.535156 Penalty: 487.179108 Iteration 5F: 3 clusters Score -39424.54 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -39475.019531 Penalty: 487.179108 Iteration 6Q: 3 clusters Score -39475.02 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -39511.308594 Penalty: 487.179108 Iteration 7Q: 3 clusters Score -39511.31 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -39537.972656 Penalty: 487.179108 Iteration 8Q: 3 clusters Score -39537.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -39560.824219 Penalty: 487.179108 Iteration 9Q: 3 clusters Score -39560.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -39581.527344 Penalty: 487.179108 Iteration 10Q: 3 clusters Score -39581.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -39596.769531 Penalty: 487.179108 Iteration 11Q: 3 clusters Score -39596.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -39603.226562 Penalty: 487.179108 Iteration 12Q: 3 clusters Score -39603.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -39610.960938 Penalty: 487.179108 Iteration 13Q: 3 clusters Score -39610.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -39622.511719 Penalty: 487.179108 Iteration 14Q: 3 clusters Score -39622.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -39634.472656 Penalty: 487.179108 Iteration 15Q: 3 clusters Score -39634.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -39643.417969 Penalty: 487.179108 Iteration 16Q: 3 clusters Score -39643.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -39663.156250 Penalty: 487.179108 Iteration 17Q: 3 clusters Score -39663.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -39672.378906 Penalty: 487.179108 Iteration 18Q: 3 clusters Score -39672.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -39675.914062 Penalty: 487.179108 Iteration 19Q: 3 clusters Score -39675.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -39680.406250 Penalty: 487.179108 Iteration 20F: 3 clusters Score -39680.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -39681.207031 Penalty: 487.179108 Iteration 21Q: 3 clusters Score -39681.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -39681.714844 Penalty: 487.179108 Iteration 22Q: 3 clusters Score -39681.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -39681.714844 Penalty: 487.179108 Iteration 23F: 3 clusters Score -39681.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -57813.750000 Penalty: 259.079132 Iteration 0F: 2 clusters Score -57813.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -56075.976562 Penalty: 518.158264 Iteration 0F: 3 clusters Score -56075.98 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -56659.035156 Penalty: 518.158264 Iteration 1F: 3 clusters Score -56659.04 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -56745.011719 Penalty: 518.158264 Iteration 2F: 3 clusters Score -56745.01 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -56835.410156 Penalty: 518.158264 Iteration 3F: 3 clusters Score -56835.41 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -56955.632812 Penalty: 518.158264 Iteration 4F: 3 clusters Score -56955.63 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -57054.121094 Penalty: 518.158264 Iteration 5F: 3 clusters Score -57054.12 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -57147.992188 Penalty: 518.158264 Iteration 6F: 3 clusters Score -57147.99 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -57215.792969 Penalty: 518.158264 Iteration 7Q: 3 clusters Score -57215.79 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -57278.250000 Penalty: 518.158264 Iteration 8Q: 3 clusters Score -57278.25 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -57318.359375 Penalty: 518.158264 Iteration 9Q: 3 clusters Score -57318.36 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -57368.289062 Penalty: 518.158264 Iteration 10Q: 3 clusters Score -57368.29 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -57406.429688 Penalty: 518.158264 Iteration 11Q: 3 clusters Score -57406.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -57445.839844 Penalty: 518.158264 Iteration 12Q: 3 clusters Score -57445.84 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -57476.925781 Penalty: 518.158264 Iteration 13Q: 3 clusters Score -57476.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -57501.085938 Penalty: 518.158264 Iteration 14Q: 3 clusters Score -57501.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -57516.167969 Penalty: 518.158264 Iteration 15Q: 3 clusters Score -57516.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -57528.023438 Penalty: 518.158264 Iteration 16Q: 3 clusters Score -57528.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -57539.421875 Penalty: 518.158264 Iteration 17Q: 3 clusters Score -57539.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -57550.390625 Penalty: 518.158264 Iteration 18Q: 3 clusters Score -57550.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -57562.320312 Penalty: 518.158264 Iteration 19Q: 3 clusters Score -57562.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -57570.070312 Penalty: 518.158264 Iteration 20F: 3 clusters Score -57570.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -57577.609375 Penalty: 518.158264 Iteration 21Q: 3 clusters Score -57577.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -57588.429688 Penalty: 518.158264 Iteration 22Q: 3 clusters Score -57588.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -57597.160156 Penalty: 518.158264 Iteration 23Q: 3 clusters Score -57597.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -57608.917969 Penalty: 518.158264 Iteration 24Q: 3 clusters Score -57608.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -57615.066406 Penalty: 518.158264 Iteration 25Q: 3 clusters Score -57615.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -57622.167969 Penalty: 518.158264 Iteration 26Q: 3 clusters Score -57622.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -57625.757812 Penalty: 518.158264 Iteration 27Q: 3 clusters Score -57625.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -57628.589844 Penalty: 518.158264 Iteration 28Q: 3 clusters Score -57628.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -57633.742188 Penalty: 518.158264 Iteration 29Q: 3 clusters Score -57633.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -57645.839844 Penalty: 518.158264 Iteration 30Q: 3 clusters Score -57645.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -57650.250000 Penalty: 518.158264 Iteration 31Q: 3 clusters Score -57650.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -57653.601562 Penalty: 518.158264 Iteration 32Q: 3 clusters Score -57653.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -57655.832031 Penalty: 518.158264 Iteration 33Q: 3 clusters Score -57655.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -57658.382812 Penalty: 518.158264 Iteration 34Q: 3 clusters Score -57658.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -57663.398438 Penalty: 518.158264 Iteration 35Q: 3 clusters Score -57663.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -57665.894531 Penalty: 518.158264 Iteration 36Q: 3 clusters Score -57665.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -57667.027344 Penalty: 518.158264 Iteration 37Q: 3 clusters Score -57667.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -57668.144531 Penalty: 518.158264 Iteration 38Q: 3 clusters Score -57668.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -57671.003906 Penalty: 518.158264 Iteration 39Q: 3 clusters Score -57671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -57672.035156 Penalty: 518.158264 Iteration 40F: 3 clusters Score -57672.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -57672.148438 Penalty: 518.158264 Iteration 41Q: 3 clusters Score -57672.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -57672.207031 Penalty: 518.158264 Iteration 42Q: 3 clusters Score -57672.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -57672.207031 Penalty: 518.158264 Iteration 43F: 3 clusters Score -57672.21 nChanged 0 20->34 Clusters: Score -1239586.750000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 60587 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3076 members Mstep: Class 3 contains 2966 members Mstep: Class 4 contains 3017 members Mstep: Class 5 contains 3031 members Mstep: Class 6 contains 2992 members Mstep: Class 7 contains 3099 members Mstep: Class 8 contains 2908 members Mstep: Class 9 contains 2997 members Mstep: Class 10 contains 3079 members Mstep: Class 11 contains 3047 members Mstep: Class 12 contains 3035 members Mstep: Class 13 contains 3015 members Mstep: Class 14 contains 3074 members Mstep: Class 15 contains 3094 members Mstep: Class 16 contains 3023 members Mstep: Class 17 contains 2974 members Mstep: Class 18 contains 3016 members Mstep: Class 19 contains 3105 members Mstep: Class 20 contains 3024 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 19.581532 but Gain 363.390625 Score: -876972.375000 Penalty: 6904.421387 Iteration 0F: 20 clusters Score -876972.4 nChanged 57170 Entering Unmasked Mstep Mstep: Class 0 contains 372 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 3315 members Mstep: Class 3 contains 719 members Mstep: Class 4 contains 6265 members Mstep: Class 5 contains 1491 members Mstep: Class 6 contains 898 members Mstep: Class 7 contains 1781 members Mstep: Class 8 contains 624 members Mstep: Class 9 contains 1262 members Mstep: Class 10 contains 2944 members Mstep: Class 11 contains 2585 members Mstep: Class 12 contains 3118 members Mstep: Class 13 contains 1642 members Mstep: Class 14 contains 976 members Mstep: Class 15 contains 16481 members Mstep: Class 17 contains 1581 members Mstep: Class 18 contains 6731 members Mstep: Class 19 contains 1028 members Mstep: Class 20 contains 1907 members Entering Unmasked Estep ConsiderDeletion Score: -1083663.125000 Penalty: 6904.421387 Iteration 1F: 20 clusters Score -1083663 nChanged 19464 Entering Unmasked Mstep Mstep: Class 0 contains 199 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 2580 members Mstep: Class 3 contains 634 members Mstep: Class 4 contains 6551 members Mstep: Class 5 contains 1161 members Mstep: Class 6 contains 578 members Mstep: Class 7 contains 966 members Mstep: Class 8 contains 372 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 2798 members Mstep: Class 11 contains 1496 members Mstep: Class 12 contains 4391 members Mstep: Class 13 contains 2472 members Mstep: Class 14 contains 432 members Mstep: Class 15 contains 15422 members Mstep: Class 17 contains 2280 members Mstep: Class 18 contains 8631 members Mstep: Class 19 contains 797 members Mstep: Class 20 contains 1328 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 345.386963 but Gain 363.390625 Score: -1135895.750000 Penalty: 6541.030762 Iteration 2F: 19 clusters Score -1135896 nChanged 12808 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 2699 members Mstep: Class 4 contains 7353 members Mstep: Class 5 contains 867 members Mstep: Class 6 contains 313 members Mstep: Class 7 contains 564 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 687 members Mstep: Class 10 contains 2035 members Mstep: Class 11 contains 936 members Mstep: Class 12 contains 4501 members Mstep: Class 13 contains 4139 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 13778 members Mstep: Class 17 contains 3222 members Mstep: Class 18 contains 8981 members Mstep: Class 19 contains 694 members Mstep: Class 20 contains 1272 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 333.415527 but Gain 363.390625 Score: -1166296.875000 Penalty: 6177.640137 Iteration 3F: 18 clusters Score -1166297 nChanged 7829 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 2991 members Mstep: Class 4 contains 7792 members Mstep: Class 5 contains 641 members Mstep: Class 7 contains 485 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 485 members Mstep: Class 10 contains 1364 members Mstep: Class 11 contains 614 members Mstep: Class 12 contains 4347 members Mstep: Class 13 contains 5079 members Mstep: Class 14 contains 359 members Mstep: Class 15 contains 12866 members Mstep: Class 17 contains 3944 members Mstep: Class 18 contains 8860 members Mstep: Class 19 contains 643 members Mstep: Class 20 contains 1401 members Entering Unmasked Estep ConsiderDeletion Score: -1178664.250000 Penalty: 6177.640137 Iteration 4F: 18 clusters Score -1178664 nChanged 4930 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 3281 members Mstep: Class 4 contains 7981 members Mstep: Class 5 contains 563 members Mstep: Class 7 contains 496 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 427 members Mstep: Class 10 contains 969 members Mstep: Class 11 contains 600 members Mstep: Class 12 contains 4204 members Mstep: Class 13 contains 5530 members Mstep: Class 14 contains 446 members Mstep: Class 15 contains 11976 members Mstep: Class 17 contains 4710 members Mstep: Class 18 contains 8466 members Mstep: Class 19 contains 592 members Mstep: Class 20 contains 1444 members Entering Unmasked Estep ConsiderDeletion Score: -1185796.250000 Penalty: 6177.640137 Iteration 5F: 18 clusters Score -1185796 nChanged 3784 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 3502 members Mstep: Class 4 contains 8320 members Mstep: Class 5 contains 593 members Mstep: Class 7 contains 551 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 741 members Mstep: Class 11 contains 728 members Mstep: Class 12 contains 4097 members Mstep: Class 13 contains 5769 members Mstep: Class 14 contains 570 members Mstep: Class 15 contains 11207 members Mstep: Class 17 contains 5387 members Mstep: Class 18 contains 7798 members Mstep: Class 19 contains 564 members Mstep: Class 20 contains 1442 members Entering Unmasked Estep ConsiderDeletion Score: -1190914.125000 Penalty: 6177.640137 Iteration 6F: 18 clusters Score -1190914 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 3669 members Mstep: Class 4 contains 9001 members Mstep: Class 5 contains 683 members Mstep: Class 7 contains 609 members Mstep: Class 8 contains 221 members Mstep: Class 9 contains 374 members Mstep: Class 10 contains 621 members Mstep: Class 11 contains 881 members Mstep: Class 12 contains 3990 members Mstep: Class 13 contains 5894 members Mstep: Class 14 contains 728 members Mstep: Class 15 contains 10596 members Mstep: Class 17 contains 5721 members Mstep: Class 18 contains 6923 members Mstep: Class 19 contains 579 members Mstep: Class 20 contains 1404 members Entering Unmasked Estep ConsiderDeletion Score: -1194198.500000 Penalty: 6177.640137 Iteration 7Q: 18 clusters Score -1194198 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 3816 members Mstep: Class 4 contains 9738 members Mstep: Class 5 contains 756 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 363 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1019 members Mstep: Class 12 contains 3896 members Mstep: Class 13 contains 5968 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 10081 members Mstep: Class 17 contains 5883 members Mstep: Class 18 contains 6048 members Mstep: Class 19 contains 623 members Mstep: Class 20 contains 1373 members Entering Unmasked Estep ConsiderDeletion Score: -1197338.625000 Penalty: 6177.640137 Iteration 8Q: 18 clusters Score -1197339 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 3908 members Mstep: Class 4 contains 10342 members Mstep: Class 5 contains 802 members Mstep: Class 7 contains 714 members Mstep: Class 8 contains 303 members Mstep: Class 9 contains 358 members Mstep: Class 10 contains 548 members Mstep: Class 11 contains 1147 members Mstep: Class 12 contains 3840 members Mstep: Class 13 contains 6009 members Mstep: Class 14 contains 1089 members Mstep: Class 15 contains 9659 members Mstep: Class 17 contains 5972 members Mstep: Class 18 contains 5263 members Mstep: Class 19 contains 717 members Mstep: Class 20 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -1200939.375000 Penalty: 6177.640137 Iteration 9Q: 18 clusters Score -1200939 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 3972 members Mstep: Class 4 contains 10810 members Mstep: Class 5 contains 853 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 320 members Mstep: Class 9 contains 355 members Mstep: Class 10 contains 528 members Mstep: Class 11 contains 1268 members Mstep: Class 12 contains 3788 members Mstep: Class 13 contains 6024 members Mstep: Class 14 contains 1199 members Mstep: Class 15 contains 9296 members Mstep: Class 17 contains 6008 members Mstep: Class 18 contains 4731 members Mstep: Class 19 contains 858 members Mstep: Class 20 contains 1240 members Entering Unmasked Estep ConsiderDeletion Score: -1204118.375000 Penalty: 6177.640137 Iteration 10Q: 18 clusters Score -1204118 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 4047 members Mstep: Class 4 contains 10960 members Mstep: Class 5 contains 878 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 313 members Mstep: Class 9 contains 351 members Mstep: Class 10 contains 525 members Mstep: Class 11 contains 1354 members Mstep: Class 12 contains 3725 members Mstep: Class 13 contains 5987 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 9024 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 4664 members Mstep: Class 19 contains 1056 members Mstep: Class 20 contains 1133 members Entering Unmasked Estep ConsiderDeletion Score: -1206803.500000 Penalty: 6177.640137 Iteration 11Q: 18 clusters Score -1206804 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 4156 members Mstep: Class 4 contains 11006 members Mstep: Class 5 contains 893 members Mstep: Class 7 contains 966 members Mstep: Class 8 contains 315 members Mstep: Class 9 contains 346 members Mstep: Class 10 contains 507 members Mstep: Class 11 contains 1408 members Mstep: Class 12 contains 3647 members Mstep: Class 13 contains 5881 members Mstep: Class 14 contains 1226 members Mstep: Class 15 contains 8772 members Mstep: Class 17 contains 6019 members Mstep: Class 18 contains 4731 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 1061 members Entering Unmasked Estep ConsiderDeletion Score: -1208486.375000 Penalty: 6177.640137 Iteration 12Q: 18 clusters Score -1208486 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 4287 members Mstep: Class 4 contains 11025 members Mstep: Class 5 contains 902 members Mstep: Class 7 contains 1034 members Mstep: Class 8 contains 315 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 502 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 3598 members Mstep: Class 13 contains 5704 members Mstep: Class 14 contains 1244 members Mstep: Class 15 contains 8486 members Mstep: Class 17 contains 6032 members Mstep: Class 18 contains 4803 members Mstep: Class 19 contains 1591 members Mstep: Class 20 contains 996 members Entering Unmasked Estep ConsiderDeletion Score: -1209637.375000 Penalty: 6177.640137 Iteration 13Q: 18 clusters Score -1209637 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 4445 members Mstep: Class 4 contains 11046 members Mstep: Class 5 contains 903 members Mstep: Class 7 contains 1065 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 511 members Mstep: Class 11 contains 1522 members Mstep: Class 12 contains 3568 members Mstep: Class 13 contains 5506 members Mstep: Class 14 contains 1240 members Mstep: Class 15 contains 8159 members Mstep: Class 17 contains 6044 members Mstep: Class 18 contains 4876 members Mstep: Class 19 contains 1882 members Mstep: Class 20 contains 955 members Entering Unmasked Estep ConsiderDeletion Score: -1210315.625000 Penalty: 6177.640137 Iteration 14Q: 18 clusters Score -1210316 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 4609 members Mstep: Class 4 contains 11063 members Mstep: Class 5 contains 918 members Mstep: Class 7 contains 1083 members Mstep: Class 8 contains 328 members Mstep: Class 9 contains 341 members Mstep: Class 10 contains 517 members Mstep: Class 11 contains 1571 members Mstep: Class 12 contains 3545 members Mstep: Class 13 contains 5339 members Mstep: Class 14 contains 1231 members Mstep: Class 15 contains 7813 members Mstep: Class 17 contains 6045 members Mstep: Class 18 contains 4923 members Mstep: Class 19 contains 2162 members Mstep: Class 20 contains 930 members Entering Unmasked Estep ConsiderDeletion Score: -1210800.375000 Penalty: 6177.640137 Iteration 15Q: 18 clusters Score -1210800 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 4738 members Mstep: Class 4 contains 11076 members Mstep: Class 5 contains 927 members Mstep: Class 7 contains 1081 members Mstep: Class 8 contains 335 members Mstep: Class 9 contains 342 members Mstep: Class 10 contains 516 members Mstep: Class 11 contains 1612 members Mstep: Class 12 contains 3541 members Mstep: Class 13 contains 5218 members Mstep: Class 14 contains 1229 members Mstep: Class 15 contains 7457 members Mstep: Class 17 contains 6043 members Mstep: Class 18 contains 4962 members Mstep: Class 19 contains 2450 members Mstep: Class 20 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -1211212.875000 Penalty: 6177.640137 Iteration 16Q: 18 clusters Score -1211213 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 4873 members Mstep: Class 4 contains 11080 members Mstep: Class 5 contains 930 members Mstep: Class 7 contains 1089 members Mstep: Class 8 contains 339 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 522 members Mstep: Class 11 contains 1642 members Mstep: Class 12 contains 3529 members Mstep: Class 13 contains 5100 members Mstep: Class 14 contains 1235 members Mstep: Class 15 contains 7114 members Mstep: Class 17 contains 6041 members Mstep: Class 18 contains 4988 members Mstep: Class 19 contains 2751 members Mstep: Class 20 contains 904 members Entering Unmasked Estep ConsiderDeletion Score: -1211569.000000 Penalty: 6177.640137 Iteration 17Q: 18 clusters Score -1211569 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 5013 members Mstep: Class 4 contains 11085 members Mstep: Class 5 contains 934 members Mstep: Class 7 contains 1093 members Mstep: Class 8 contains 349 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 524 members Mstep: Class 11 contains 1656 members Mstep: Class 12 contains 3493 members Mstep: Class 13 contains 4991 members Mstep: Class 14 contains 1230 members Mstep: Class 15 contains 6799 members Mstep: Class 17 contains 6055 members Mstep: Class 18 contains 5005 members Mstep: Class 19 contains 3046 members Mstep: Class 20 contains 895 members Entering Unmasked Estep ConsiderDeletion Score: -1211865.125000 Penalty: 6177.640137 Iteration 18Q: 18 clusters Score -1211865 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 5136 members Mstep: Class 4 contains 11089 members Mstep: Class 5 contains 926 members Mstep: Class 7 contains 1100 members Mstep: Class 8 contains 353 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 521 members Mstep: Class 11 contains 1644 members Mstep: Class 12 contains 3464 members Mstep: Class 13 contains 4907 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 6504 members Mstep: Class 17 contains 6064 members Mstep: Class 18 contains 5010 members Mstep: Class 19 contains 3349 members Mstep: Class 20 contains 890 members Entering Unmasked Estep ConsiderDeletion Score: -1212129.625000 Penalty: 6177.640137 Iteration 19Q: 18 clusters Score -1212130 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 5254 members Mstep: Class 4 contains 11088 members Mstep: Class 5 contains 913 members Mstep: Class 7 contains 1090 members Mstep: Class 8 contains 363 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 522 members Mstep: Class 11 contains 1621 members Mstep: Class 12 contains 3440 members Mstep: Class 13 contains 4847 members Mstep: Class 14 contains 1222 members Mstep: Class 15 contains 6228 members Mstep: Class 17 contains 6060 members Mstep: Class 18 contains 5012 members Mstep: Class 19 contains 3647 members Mstep: Class 20 contains 890 members Entering Unmasked Estep ConsiderDeletion Score: -1212722.750000 Penalty: 6177.640137 Iteration 20F: 18 clusters Score -1212723 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 5377 members Mstep: Class 4 contains 11076 members Mstep: Class 5 contains 913 members Mstep: Class 7 contains 1053 members Mstep: Class 8 contains 372 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 533 members Mstep: Class 11 contains 1652 members Mstep: Class 12 contains 3410 members Mstep: Class 13 contains 4785 members Mstep: Class 14 contains 1241 members Mstep: Class 15 contains 5918 members Mstep: Class 17 contains 6054 members Mstep: Class 18 contains 5026 members Mstep: Class 19 contains 3998 members Mstep: Class 20 contains 871 members Entering Unmasked Estep ConsiderDeletion Score: -1213238.125000 Penalty: 6177.640137 Iteration 21Q: 18 clusters Score -1213238 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 5522 members Mstep: Class 4 contains 11070 members Mstep: Class 5 contains 911 members Mstep: Class 7 contains 1012 members Mstep: Class 8 contains 372 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 1667 members Mstep: Class 12 contains 3393 members Mstep: Class 13 contains 4718 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 5639 members Mstep: Class 17 contains 6042 members Mstep: Class 18 contains 5043 members Mstep: Class 19 contains 4318 members Mstep: Class 20 contains 854 members Entering Unmasked Estep ConsiderDeletion Score: -1213794.375000 Penalty: 6177.640137 Iteration 22Q: 18 clusters Score -1213794 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 5653 members Mstep: Class 4 contains 11065 members Mstep: Class 5 contains 918 members Mstep: Class 7 contains 970 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 342 members Mstep: Class 10 contains 591 members Mstep: Class 11 contains 1687 members Mstep: Class 12 contains 3379 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 5371 members Mstep: Class 17 contains 6027 members Mstep: Class 18 contains 5071 members Mstep: Class 19 contains 4651 members Mstep: Class 20 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -1214385.750000 Penalty: 6177.640137 Iteration 23Q: 18 clusters Score -1214386 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 5776 members Mstep: Class 4 contains 11058 members Mstep: Class 5 contains 925 members Mstep: Class 7 contains 916 members Mstep: Class 8 contains 374 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 659 members Mstep: Class 11 contains 1720 members Mstep: Class 12 contains 3361 members Mstep: Class 13 contains 4545 members Mstep: Class 14 contains 1220 members Mstep: Class 15 contains 5131 members Mstep: Class 17 contains 6025 members Mstep: Class 18 contains 5108 members Mstep: Class 19 contains 4945 members Mstep: Class 20 contains 818 members Entering Unmasked Estep ConsiderDeletion Score: -1214932.000000 Penalty: 6177.640137 Iteration 24Q: 18 clusters Score -1214932 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 5872 members Mstep: Class 4 contains 11049 members Mstep: Class 5 contains 922 members Mstep: Class 7 contains 871 members Mstep: Class 8 contains 381 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 1801 members Mstep: Class 12 contains 3342 members Mstep: Class 13 contains 4466 members Mstep: Class 14 contains 1205 members Mstep: Class 15 contains 4955 members Mstep: Class 17 contains 6014 members Mstep: Class 18 contains 5135 members Mstep: Class 19 contains 5206 members Mstep: Class 20 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -1215422.875000 Penalty: 6177.640137 Iteration 25Q: 18 clusters Score -1215423 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 5956 members Mstep: Class 4 contains 11041 members Mstep: Class 5 contains 919 members Mstep: Class 7 contains 815 members Mstep: Class 8 contains 392 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 779 members Mstep: Class 11 contains 1917 members Mstep: Class 12 contains 3325 members Mstep: Class 13 contains 4400 members Mstep: Class 14 contains 1190 members Mstep: Class 15 contains 4851 members Mstep: Class 17 contains 6001 members Mstep: Class 18 contains 5166 members Mstep: Class 19 contains 5381 members Mstep: Class 20 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -1215874.625000 Penalty: 6177.640137 Iteration 26Q: 18 clusters Score -1215875 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 6039 members Mstep: Class 4 contains 11025 members Mstep: Class 5 contains 917 members Mstep: Class 7 contains 762 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 346 members Mstep: Class 10 contains 822 members Mstep: Class 11 contains 2107 members Mstep: Class 12 contains 3295 members Mstep: Class 13 contains 4352 members Mstep: Class 14 contains 1179 members Mstep: Class 15 contains 4803 members Mstep: Class 17 contains 5994 members Mstep: Class 18 contains 5221 members Mstep: Class 19 contains 5508 members Mstep: Class 20 contains 792 members Entering Unmasked Estep ConsiderDeletion Score: -1216606.500000 Penalty: 6177.640137 Iteration 27Q: 18 clusters Score -1216606 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 6117 members Mstep: Class 4 contains 11005 members Mstep: Class 5 contains 924 members Mstep: Class 7 contains 721 members Mstep: Class 8 contains 431 members Mstep: Class 9 contains 346 members Mstep: Class 10 contains 864 members Mstep: Class 11 contains 2458 members Mstep: Class 12 contains 3272 members Mstep: Class 13 contains 4309 members Mstep: Class 14 contains 1161 members Mstep: Class 15 contains 4764 members Mstep: Class 17 contains 5983 members Mstep: Class 18 contains 5274 members Mstep: Class 19 contains 5609 members Mstep: Class 20 contains 787 members Entering Unmasked Estep ConsiderDeletion Score: -1218445.875000 Penalty: 6177.640137 Iteration 28Q: 18 clusters Score -1218446 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 6166 members Mstep: Class 4 contains 10986 members Mstep: Class 5 contains 937 members Mstep: Class 7 contains 698 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 904 members Mstep: Class 11 contains 2888 members Mstep: Class 12 contains 3259 members Mstep: Class 13 contains 4263 members Mstep: Class 14 contains 1151 members Mstep: Class 15 contains 4736 members Mstep: Class 17 contains 5969 members Mstep: Class 18 contains 5239 members Mstep: Class 19 contains 5696 members Mstep: Class 20 contains 790 members Entering Unmasked Estep ConsiderDeletion Score: -1221946.750000 Penalty: 6177.640137 Iteration 29Q: 18 clusters Score -1221947 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 6219 members Mstep: Class 4 contains 10958 members Mstep: Class 5 contains 950 members Mstep: Class 7 contains 684 members Mstep: Class 8 contains 479 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 933 members Mstep: Class 11 contains 3191 members Mstep: Class 12 contains 3247 members Mstep: Class 13 contains 4232 members Mstep: Class 14 contains 1143 members Mstep: Class 15 contains 4721 members Mstep: Class 17 contains 5963 members Mstep: Class 18 contains 5003 members Mstep: Class 19 contains 5728 members Mstep: Class 20 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -1223131.625000 Penalty: 6177.640137 Iteration 30Q: 18 clusters Score -1223132 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 6283 members Mstep: Class 4 contains 10930 members Mstep: Class 5 contains 968 members Mstep: Class 7 contains 679 members Mstep: Class 8 contains 503 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 957 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 3237 members Mstep: Class 13 contains 4215 members Mstep: Class 14 contains 1134 members Mstep: Class 15 contains 4719 members Mstep: Class 17 contains 5962 members Mstep: Class 18 contains 4867 members Mstep: Class 19 contains 5737 members Mstep: Class 20 contains 775 members Entering Unmasked Estep ConsiderDeletion Score: -1223392.625000 Penalty: 6177.640137 Iteration 31Q: 18 clusters Score -1223393 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 6323 members Mstep: Class 4 contains 10914 members Mstep: Class 5 contains 985 members Mstep: Class 7 contains 669 members Mstep: Class 8 contains 527 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 974 members Mstep: Class 11 contains 3388 members Mstep: Class 12 contains 3231 members Mstep: Class 13 contains 4202 members Mstep: Class 14 contains 1131 members Mstep: Class 15 contains 4707 members Mstep: Class 17 contains 5960 members Mstep: Class 18 contains 4800 members Mstep: Class 19 contains 5745 members Mstep: Class 20 contains 759 members Entering Unmasked Estep ConsiderDeletion Score: -1223518.000000 Penalty: 6177.640137 Iteration 32Q: 18 clusters Score -1223518 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 6353 members Mstep: Class 4 contains 10906 members Mstep: Class 5 contains 999 members Mstep: Class 7 contains 661 members Mstep: Class 8 contains 543 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 995 members Mstep: Class 11 contains 3430 members Mstep: Class 12 contains 3230 members Mstep: Class 13 contains 4187 members Mstep: Class 14 contains 1127 members Mstep: Class 15 contains 4688 members Mstep: Class 17 contains 5958 members Mstep: Class 18 contains 4770 members Mstep: Class 19 contains 5739 members Mstep: Class 20 contains 739 members Entering Unmasked Estep ConsiderDeletion Score: -1223599.250000 Penalty: 6177.640137 Iteration 33Q: 18 clusters Score -1223599 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 6375 members Mstep: Class 4 contains 10902 members Mstep: Class 5 contains 1009 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 553 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1016 members Mstep: Class 11 contains 3441 members Mstep: Class 12 contains 3227 members Mstep: Class 13 contains 4167 members Mstep: Class 14 contains 1127 members Mstep: Class 15 contains 4666 members Mstep: Class 17 contains 5952 members Mstep: Class 18 contains 4763 members Mstep: Class 19 contains 5749 members Mstep: Class 20 contains 724 members Entering Unmasked Estep ConsiderDeletion Score: -1223643.250000 Penalty: 6177.640137 Iteration 34Q: 18 clusters Score -1223643 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 6391 members Mstep: Class 4 contains 10899 members Mstep: Class 5 contains 1019 members Mstep: Class 7 contains 654 members Mstep: Class 8 contains 557 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1033 members Mstep: Class 11 contains 3439 members Mstep: Class 12 contains 3225 members Mstep: Class 13 contains 4155 members Mstep: Class 14 contains 1124 members Mstep: Class 15 contains 4648 members Mstep: Class 17 contains 5946 members Mstep: Class 18 contains 4764 members Mstep: Class 19 contains 5766 members Mstep: Class 20 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -1223681.750000 Penalty: 6177.640137 Iteration 35Q: 18 clusters Score -1223682 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 6400 members Mstep: Class 4 contains 10895 members Mstep: Class 5 contains 1020 members Mstep: Class 7 contains 654 members Mstep: Class 8 contains 560 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 3438 members Mstep: Class 12 contains 3225 members Mstep: Class 13 contains 4130 members Mstep: Class 14 contains 1121 members Mstep: Class 15 contains 4633 members Mstep: Class 17 contains 5944 members Mstep: Class 18 contains 4770 members Mstep: Class 19 contains 5784 members Mstep: Class 20 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -1223703.875000 Penalty: 6177.640137 Iteration 36Q: 18 clusters Score -1223704 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 6412 members Mstep: Class 4 contains 10887 members Mstep: Class 5 contains 1020 members Mstep: Class 7 contains 657 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 3422 members Mstep: Class 12 contains 3224 members Mstep: Class 13 contains 4114 members Mstep: Class 14 contains 1118 members Mstep: Class 15 contains 4625 members Mstep: Class 17 contains 5942 members Mstep: Class 18 contains 4792 members Mstep: Class 19 contains 5792 members Mstep: Class 20 contains 697 members Entering Unmasked Estep ConsiderDeletion Score: -1223752.250000 Penalty: 6177.640137 Iteration 37Q: 18 clusters Score -1223752 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 6422 members Mstep: Class 4 contains 10876 members Mstep: Class 5 contains 1020 members Mstep: Class 7 contains 658 members Mstep: Class 8 contains 564 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 3398 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4105 members Mstep: Class 14 contains 1115 members Mstep: Class 15 contains 4617 members Mstep: Class 17 contains 5941 members Mstep: Class 18 contains 4822 members Mstep: Class 19 contains 5803 members Mstep: Class 20 contains 696 members Entering Unmasked Estep ConsiderDeletion Score: -1223784.625000 Penalty: 6177.640137 Iteration 38Q: 18 clusters Score -1223785 nChanged 90 Entering ConstructFrom: Score: -1223784.625000 Penalty: 6177.640137 Entering ConstructFrom: Trying to split cluster 1 (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: -142304.390625 Penalty: 286.473358 Iteration 0F: 2 clusters Score -142304.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -138313.843750 Penalty: 572.946716 Iteration 0F: 3 clusters Score -138313.8 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -139969.390625 Penalty: 572.946716 Iteration 1F: 3 clusters Score -139969.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -140239.062500 Penalty: 572.946716 Iteration 2F: 3 clusters Score -140239.1 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -140529.546875 Penalty: 572.946716 Iteration 3F: 3 clusters Score -140529.5 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -140791.484375 Penalty: 572.946716 Iteration 4F: 3 clusters Score -140791.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -140953.890625 Penalty: 572.946716 Iteration 5F: 3 clusters Score -140953.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -141057.140625 Penalty: 572.946716 Iteration 6Q: 3 clusters Score -141057.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -141111.031250 Penalty: 572.946716 Iteration 7Q: 3 clusters Score -141111 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -141150.109375 Penalty: 572.946716 Iteration 8Q: 3 clusters Score -141150.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -141188.468750 Penalty: 572.946716 Iteration 9Q: 3 clusters Score -141188.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -141222.437500 Penalty: 572.946716 Iteration 10Q: 3 clusters Score -141222.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -141260.000000 Penalty: 572.946716 Iteration 11Q: 3 clusters Score -141260 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -141293.609375 Penalty: 572.946716 Iteration 12Q: 3 clusters Score -141293.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -141328.531250 Penalty: 572.946716 Iteration 13Q: 3 clusters Score -141328.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -141372.765625 Penalty: 572.946716 Iteration 14Q: 3 clusters Score -141372.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -141418.171875 Penalty: 572.946716 Iteration 15Q: 3 clusters Score -141418.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -141466.531250 Penalty: 572.946716 Iteration 16Q: 3 clusters Score -141466.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -141520.171875 Penalty: 572.946716 Iteration 17Q: 3 clusters Score -141520.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -141592.046875 Penalty: 572.946716 Iteration 18Q: 3 clusters Score -141592 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -141660.296875 Penalty: 572.946716 Iteration 19Q: 3 clusters Score -141660.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -141718.500000 Penalty: 572.946716 Iteration 20F: 3 clusters Score -141718.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -141761.281250 Penalty: 572.946716 Iteration 21Q: 3 clusters Score -141761.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -141802.140625 Penalty: 572.946716 Iteration 22Q: 3 clusters Score -141802.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -141828.156250 Penalty: 572.946716 Iteration 23Q: 3 clusters Score -141828.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -141845.984375 Penalty: 572.946716 Iteration 24Q: 3 clusters Score -141846 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -141865.031250 Penalty: 572.946716 Iteration 25Q: 3 clusters Score -141865 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -141893.375000 Penalty: 572.946716 Iteration 26Q: 3 clusters Score -141893.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -141923.218750 Penalty: 572.946716 Iteration 27Q: 3 clusters Score -141923.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -141955.140625 Penalty: 572.946716 Iteration 28Q: 3 clusters Score -141955.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -141977.109375 Penalty: 572.946716 Iteration 29Q: 3 clusters Score -141977.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -141998.234375 Penalty: 572.946716 Iteration 30Q: 3 clusters Score -141998.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -142013.796875 Penalty: 572.946716 Iteration 31Q: 3 clusters Score -142013.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -142030.015625 Penalty: 572.946716 Iteration 32Q: 3 clusters Score -142030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -142043.625000 Penalty: 572.946716 Iteration 33Q: 3 clusters Score -142043.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -142055.156250 Penalty: 572.946716 Iteration 34Q: 3 clusters Score -142055.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -142061.781250 Penalty: 572.946716 Iteration 35Q: 3 clusters Score -142061.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -142068.718750 Penalty: 572.946716 Iteration 36Q: 3 clusters Score -142068.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -142073.921875 Penalty: 572.946716 Iteration 37Q: 3 clusters Score -142073.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -142078.625000 Penalty: 572.946716 Iteration 38Q: 3 clusters Score -142078.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -142080.687500 Penalty: 572.946716 Iteration 39Q: 3 clusters Score -142080.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -142081.984375 Penalty: 572.946716 Iteration 40F: 3 clusters Score -142082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -142082.703125 Penalty: 572.946716 Iteration 41Q: 3 clusters Score -142082.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -142084.953125 Penalty: 572.946716 Iteration 42Q: 3 clusters Score -142085 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -142087.468750 Penalty: 572.946716 Iteration 43Q: 3 clusters Score -142087.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -142090.343750 Penalty: 572.946716 Iteration 44Q: 3 clusters Score -142090.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -142092.343750 Penalty: 572.946716 Iteration 45Q: 3 clusters Score -142092.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -142094.250000 Penalty: 572.946716 Iteration 46Q: 3 clusters Score -142094.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -142096.546875 Penalty: 572.946716 Iteration 47Q: 3 clusters Score -142096.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -142098.421875 Penalty: 572.946716 Iteration 48Q: 3 clusters Score -142098.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -142099.906250 Penalty: 572.946716 Iteration 49Q: 3 clusters Score -142099.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -142100.859375 Penalty: 572.946716 Iteration 50Q: 3 clusters Score -142100.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -142101.671875 Penalty: 572.946716 Iteration 51Q: 3 clusters Score -142101.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -142101.734375 Penalty: 572.946716 Iteration 52Q: 3 clusters Score -142101.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -142102.062500 Penalty: 572.946716 Iteration 53Q: 3 clusters Score -142102.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -142102.062500 Penalty: 572.946716 Iteration 54F: 3 clusters Score -142102.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Entering Unmasked Estep Score: -127327.070312 Penalty: 289.373230 Iteration 0F: 2 clusters Score -127327.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -123038.648438 Penalty: 578.746460 Iteration 0F: 3 clusters Score -123038.6 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -125305.335938 Penalty: 578.746460 Iteration 1F: 3 clusters Score -125305.3 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -125835.617188 Penalty: 578.746460 Iteration 2F: 3 clusters Score -125835.6 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -126379.703125 Penalty: 578.746460 Iteration 3F: 3 clusters Score -126379.7 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -126914.437500 Penalty: 578.746460 Iteration 4F: 3 clusters Score -126914.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -127262.140625 Penalty: 578.746460 Iteration 5F: 3 clusters Score -127262.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -127386.851562 Penalty: 578.746460 Iteration 6Q: 3 clusters Score -127386.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -127430.351562 Penalty: 578.746460 Iteration 7Q: 3 clusters Score -127430.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -127450.281250 Penalty: 578.746460 Iteration 8Q: 3 clusters Score -127450.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -127458.718750 Penalty: 578.746460 Iteration 9Q: 3 clusters Score -127458.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -127463.140625 Penalty: 578.746460 Iteration 10Q: 3 clusters Score -127463.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -127468.882812 Penalty: 578.746460 Iteration 11Q: 3 clusters Score -127468.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -127470.859375 Penalty: 578.746460 Iteration 12Q: 3 clusters Score -127470.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -127472.156250 Penalty: 578.746460 Iteration 13Q: 3 clusters Score -127472.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -127472.734375 Penalty: 578.746460 Iteration 14Q: 3 clusters Score -127472.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -127473.359375 Penalty: 578.746460 Iteration 15Q: 3 clusters Score -127473.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -127473.609375 Penalty: 578.746460 Iteration 16Q: 3 clusters Score -127473.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -127473.882812 Penalty: 578.746460 Iteration 17Q: 3 clusters Score -127473.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -127474.367188 Penalty: 578.746460 Iteration 18Q: 3 clusters Score -127474.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -127475.554688 Penalty: 578.746460 Iteration 19Q: 3 clusters Score -127475.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -127477.460938 Penalty: 578.746460 Iteration 20F: 3 clusters Score -127477.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -127479.742188 Penalty: 578.746460 Iteration 21Q: 3 clusters Score -127479.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -127484.203125 Penalty: 578.746460 Iteration 22Q: 3 clusters Score -127484.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -127488.250000 Penalty: 578.746460 Iteration 23Q: 3 clusters Score -127488.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -127492.750000 Penalty: 578.746460 Iteration 24Q: 3 clusters Score -127492.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -127497.414062 Penalty: 578.746460 Iteration 25Q: 3 clusters Score -127497.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -127506.296875 Penalty: 578.746460 Iteration 26Q: 3 clusters Score -127506.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -127513.718750 Penalty: 578.746460 Iteration 27Q: 3 clusters Score -127513.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -127526.953125 Penalty: 578.746460 Iteration 28Q: 3 clusters Score -127527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -127549.601562 Penalty: 578.746460 Iteration 29Q: 3 clusters Score -127549.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -127568.632812 Penalty: 578.746460 Iteration 30Q: 3 clusters Score -127568.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -127589.460938 Penalty: 578.746460 Iteration 31Q: 3 clusters Score -127589.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -127623.703125 Penalty: 578.746460 Iteration 32Q: 3 clusters Score -127623.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -127675.328125 Penalty: 578.746460 Iteration 33Q: 3 clusters Score -127675.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -127775.164062 Penalty: 578.746460 Iteration 34Q: 3 clusters Score -127775.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -127834.257812 Penalty: 578.746460 Iteration 35Q: 3 clusters Score -127834.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -127864.921875 Penalty: 578.746460 Iteration 36Q: 3 clusters Score -127864.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -127886.757812 Penalty: 578.746460 Iteration 37Q: 3 clusters Score -127886.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -127894.750000 Penalty: 578.746460 Iteration 38Q: 3 clusters Score -127894.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -127895.687500 Penalty: 578.746460 Iteration 39Q: 3 clusters Score -127895.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -127895.687500 Penalty: 578.746460 Iteration 40F: 3 clusters Score -127895.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 10866 members Mstep: Class 5 contains 1022 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 3380 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Entering Unmasked Estep Score: -1224301.000000 Penalty: 6541.030762 Splitting cluster 2 changes total score from -1223784.625000 to -1224301.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 4 (10866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Entering Unmasked Estep Score: -250287.671875 Penalty: 306.682007 Iteration 0F: 2 clusters Score -250287.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -243021.250000 Penalty: 613.364014 Iteration 0F: 3 clusters Score -243021.2 nChanged 5141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -246149.328125 Penalty: 613.364014 Iteration 1F: 3 clusters Score -246149.3 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -246654.765625 Penalty: 613.364014 Iteration 2F: 3 clusters Score -246654.8 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -247140.015625 Penalty: 613.364014 Iteration 3F: 3 clusters Score -247140 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -247671.203125 Penalty: 613.364014 Iteration 4F: 3 clusters Score -247671.2 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -248291.296875 Penalty: 613.364014 Iteration 5F: 3 clusters Score -248291.3 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -248856.843750 Penalty: 613.364014 Iteration 6F: 3 clusters Score -248856.8 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -249184.859375 Penalty: 613.364014 Iteration 7F: 3 clusters Score -249184.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -249343.890625 Penalty: 613.364014 Iteration 8Q: 3 clusters Score -249343.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -249415.125000 Penalty: 613.364014 Iteration 9Q: 3 clusters Score -249415.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -249455.484375 Penalty: 613.364014 Iteration 10Q: 3 clusters Score -249455.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -249484.000000 Penalty: 613.364014 Iteration 11Q: 3 clusters Score -249484 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -249510.093750 Penalty: 613.364014 Iteration 12Q: 3 clusters Score -249510.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -249528.343750 Penalty: 613.364014 Iteration 13Q: 3 clusters Score -249528.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -249543.093750 Penalty: 613.364014 Iteration 14Q: 3 clusters Score -249543.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -249560.156250 Penalty: 613.364014 Iteration 15Q: 3 clusters Score -249560.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -249578.562500 Penalty: 613.364014 Iteration 16Q: 3 clusters Score -249578.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -249596.015625 Penalty: 613.364014 Iteration 17Q: 3 clusters Score -249596 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -249615.593750 Penalty: 613.364014 Iteration 18Q: 3 clusters Score -249615.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -249641.265625 Penalty: 613.364014 Iteration 19Q: 3 clusters Score -249641.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -249671.656250 Penalty: 613.364014 Iteration 20F: 3 clusters Score -249671.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -249711.703125 Penalty: 613.364014 Iteration 21Q: 3 clusters Score -249711.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -249769.546875 Penalty: 613.364014 Iteration 22Q: 3 clusters Score -249769.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -249836.781250 Penalty: 613.364014 Iteration 23Q: 3 clusters Score -249836.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -249917.593750 Penalty: 613.364014 Iteration 24Q: 3 clusters Score -249917.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -250030.515625 Penalty: 613.364014 Iteration 25Q: 3 clusters Score -250030.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -250164.109375 Penalty: 613.364014 Iteration 26Q: 3 clusters Score -250164.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -250314.000000 Penalty: 613.364014 Iteration 27Q: 3 clusters Score -250314 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -250437.093750 Penalty: 613.364014 Iteration 28Q: 3 clusters Score -250437.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -250535.984375 Penalty: 613.364014 Iteration 29Q: 3 clusters Score -250536 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -250603.593750 Penalty: 613.364014 Iteration 30Q: 3 clusters Score -250603.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -250651.781250 Penalty: 613.364014 Iteration 31Q: 3 clusters Score -250651.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -250688.453125 Penalty: 613.364014 Iteration 32Q: 3 clusters Score -250688.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -250716.062500 Penalty: 613.364014 Iteration 33Q: 3 clusters Score -250716.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -250740.562500 Penalty: 613.364014 Iteration 34Q: 3 clusters Score -250740.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -250763.718750 Penalty: 613.364014 Iteration 35Q: 3 clusters Score -250763.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -250776.984375 Penalty: 613.364014 Iteration 36Q: 3 clusters Score -250777 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -250787.515625 Penalty: 613.364014 Iteration 37Q: 3 clusters Score -250787.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10082 members Entering Unmasked Estep Score: -250793.203125 Penalty: 613.364014 Iteration 38Q: 3 clusters Score -250793.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -250800.609375 Penalty: 613.364014 Iteration 39Q: 3 clusters Score -250800.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -250806.234375 Penalty: 613.364014 Iteration 40F: 3 clusters Score -250806.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -250810.046875 Penalty: 613.364014 Iteration 41Q: 3 clusters Score -250810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -250811.484375 Penalty: 613.364014 Iteration 42Q: 3 clusters Score -250811.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -250813.015625 Penalty: 613.364014 Iteration 43Q: 3 clusters Score -250813 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -250815.078125 Penalty: 613.364014 Iteration 44Q: 3 clusters Score -250815.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -250815.296875 Penalty: 613.364014 Iteration 45Q: 3 clusters Score -250815.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -250815.296875 Penalty: 613.364014 Iteration 46Q: 3 clusters Score -250815.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -250816.000000 Penalty: 613.364014 Iteration 47Q: 3 clusters Score -250816 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -250816.234375 Penalty: 613.364014 Iteration 48Q: 3 clusters Score -250816.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -250816.781250 Penalty: 613.364014 Iteration 49Q: 3 clusters Score -250816.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -250816.328125 Penalty: 613.364014 Iteration 50Q: 3 clusters Score -250816.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -250816.562500 Penalty: 613.364014 Iteration 51Q: 3 clusters Score -250816.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -250816.562500 Penalty: 613.364014 Iteration 52F: 3 clusters Score -250816.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 563 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 3380 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Entering Unmasked Estep Score: -1224774.875000 Penalty: 6904.421387 Splitting cluster 4 changes total score from -1223784.625000 to -1224774.875000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 5 (1022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Entering Unmasked Estep Score: -21995.593750 Penalty: 228.674057 Iteration 0F: 2 clusters Score -21995.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -21244.248047 Penalty: 457.348114 Iteration 0F: 3 clusters Score -21244.25 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -21495.099609 Penalty: 457.348114 Iteration 1F: 3 clusters Score -21495.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -21552.912109 Penalty: 457.348114 Iteration 2F: 3 clusters Score -21552.91 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -21612.560547 Penalty: 457.348114 Iteration 3F: 3 clusters Score -21612.56 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -21689.816406 Penalty: 457.348114 Iteration 4F: 3 clusters Score -21689.82 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -21758.728516 Penalty: 457.348114 Iteration 5F: 3 clusters Score -21758.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -21817.126953 Penalty: 457.348114 Iteration 6F: 3 clusters Score -21817.13 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -21862.050781 Penalty: 457.348114 Iteration 7Q: 3 clusters Score -21862.05 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -21902.679688 Penalty: 457.348114 Iteration 8Q: 3 clusters Score -21902.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -21929.322266 Penalty: 457.348114 Iteration 9Q: 3 clusters Score -21929.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -21944.478516 Penalty: 457.348114 Iteration 10Q: 3 clusters Score -21944.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -21951.716797 Penalty: 457.348114 Iteration 11Q: 3 clusters Score -21951.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -21953.439453 Penalty: 457.348114 Iteration 12Q: 3 clusters Score -21953.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -21953.990234 Penalty: 457.348114 Iteration 13Q: 3 clusters Score -21953.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -21954.410156 Penalty: 457.348114 Iteration 14Q: 3 clusters Score -21954.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -21955.173828 Penalty: 457.348114 Iteration 15Q: 3 clusters Score -21955.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -21955.173828 Penalty: 457.348114 Iteration 16F: 3 clusters Score -21955.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Entering Unmasked Estep Score: -15507.556641 Penalty: 214.193878 Iteration 0F: 2 clusters Score -15507.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14960.877930 Penalty: 428.387756 Iteration 0F: 3 clusters Score -14960.88 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -15166.362305 Penalty: 428.387756 Iteration 1F: 3 clusters Score -15166.36 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -15207.510742 Penalty: 428.387756 Iteration 2F: 3 clusters Score -15207.51 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -15237.889648 Penalty: 428.387756 Iteration 3F: 3 clusters Score -15237.89 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15259.676758 Penalty: 428.387756 Iteration 4Q: 3 clusters Score -15259.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -15280.382812 Penalty: 428.387756 Iteration 5Q: 3 clusters Score -15280.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -15318.866211 Penalty: 428.387756 Iteration 6Q: 3 clusters Score -15318.87 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -15355.231445 Penalty: 428.387756 Iteration 7Q: 3 clusters Score -15355.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -15368.348633 Penalty: 428.387756 Iteration 8Q: 3 clusters Score -15368.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -15377.609375 Penalty: 428.387756 Iteration 9Q: 3 clusters Score -15377.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -15384.192383 Penalty: 428.387756 Iteration 10Q: 3 clusters Score -15384.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -15401.999023 Penalty: 428.387756 Iteration 11Q: 3 clusters Score -15402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -15408.837891 Penalty: 428.387756 Iteration 12Q: 3 clusters Score -15408.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -15412.487305 Penalty: 428.387756 Iteration 13Q: 3 clusters Score -15412.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -15415.749023 Penalty: 428.387756 Iteration 14Q: 3 clusters Score -15415.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -15419.953125 Penalty: 428.387756 Iteration 15Q: 3 clusters Score -15419.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -15422.535156 Penalty: 428.387756 Iteration 16Q: 3 clusters Score -15422.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -15424.837891 Penalty: 428.387756 Iteration 17Q: 3 clusters Score -15424.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -15425.891602 Penalty: 428.387756 Iteration 18Q: 3 clusters Score -15425.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -15425.891602 Penalty: 428.387756 Iteration 19F: 3 clusters Score -15425.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -8119.405273 Penalty: 208.998230 Iteration 0F: 2 clusters Score -8119.405 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -7662.816895 Penalty: 417.996460 Iteration 0F: 3 clusters Score -7662.817 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -7859.332520 Penalty: 417.996460 Iteration 1F: 3 clusters Score -7859.333 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -7935.925293 Penalty: 417.996460 Iteration 2F: 3 clusters Score -7935.925 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -8013.645508 Penalty: 417.996460 Iteration 3F: 3 clusters Score -8013.646 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -8051.099609 Penalty: 417.996460 Iteration 4Q: 3 clusters Score -8051.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -8067.030762 Penalty: 417.996460 Iteration 5Q: 3 clusters Score -8067.031 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -8076.464844 Penalty: 417.996460 Iteration 6Q: 3 clusters Score -8076.465 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -8088.073242 Penalty: 417.996460 Iteration 7Q: 3 clusters Score -8088.073 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -8109.444824 Penalty: 417.996460 Iteration 8Q: 3 clusters Score -8109.445 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -8128.631836 Penalty: 417.996460 Iteration 9Q: 3 clusters Score -8128.632 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -8165.354004 Penalty: 417.996460 Iteration 10Q: 3 clusters Score -8165.354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -8173.647461 Penalty: 417.996460 Iteration 11Q: 3 clusters Score -8173.647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -8177.326172 Penalty: 417.996460 Iteration 12Q: 3 clusters Score -8177.326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -8180.888672 Penalty: 417.996460 Iteration 13Q: 3 clusters Score -8180.889 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -8184.037598 Penalty: 417.996460 Iteration 14Q: 3 clusters Score -8184.038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -8187.356934 Penalty: 417.996460 Iteration 15Q: 3 clusters Score -8187.357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -8188.895508 Penalty: 417.996460 Iteration 16Q: 3 clusters Score -8188.896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -8189.622559 Penalty: 417.996460 Iteration 17Q: 3 clusters Score -8189.623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -8190.384277 Penalty: 417.996460 Iteration 18Q: 3 clusters Score -8190.384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -8190.853027 Penalty: 417.996460 Iteration 19Q: 3 clusters Score -8190.853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -8191.497559 Penalty: 417.996460 Iteration 20F: 3 clusters Score -8191.498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -8192.763672 Penalty: 417.996460 Iteration 21Q: 3 clusters Score -8192.764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -8192.763672 Penalty: 417.996460 Iteration 22F: 3 clusters Score -8192.764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 3380 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Entering Unmasked Estep Score: -1224693.875000 Penalty: 7267.812012 Splitting cluster 8 changes total score from -1223784.625000 to -1224693.875000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 9 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -7767.708496 Penalty: 192.836975 Iteration 0F: 2 clusters Score -7767.708 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -7421.198242 Penalty: 385.673950 Iteration 0F: 3 clusters Score -7421.198 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -7526.234375 Penalty: 385.673950 Iteration 1F: 3 clusters Score -7526.234 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -7568.944824 Penalty: 385.673950 Iteration 2F: 3 clusters Score -7568.945 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -7610.132812 Penalty: 385.673950 Iteration 3F: 3 clusters Score -7610.133 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -7643.977539 Penalty: 385.673950 Iteration 4F: 3 clusters Score -7643.978 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -7677.868164 Penalty: 385.673950 Iteration 5Q: 3 clusters Score -7677.868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -7781.373047 Penalty: 385.673950 Iteration 6Q: 3 clusters Score -7781.373 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -7842.138672 Penalty: 385.673950 Iteration 7Q: 3 clusters Score -7842.139 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -7868.009277 Penalty: 385.673950 Iteration 8Q: 3 clusters Score -7868.009 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -7897.092285 Penalty: 385.673950 Iteration 9Q: 3 clusters Score -7897.092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -7901.364746 Penalty: 385.673950 Iteration 10Q: 3 clusters Score -7901.365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -7904.869141 Penalty: 385.673950 Iteration 11Q: 3 clusters Score -7904.869 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -7907.795410 Penalty: 385.673950 Iteration 12Q: 3 clusters Score -7907.795 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -7909.777832 Penalty: 385.673950 Iteration 13Q: 3 clusters Score -7909.778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -7909.777832 Penalty: 385.673950 Iteration 14F: 3 clusters Score -7909.778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 3380 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Entering Unmasked Estep Score: -1224665.875000 Penalty: 7631.202148 Splitting cluster 9 changes total score from -1223784.625000 to -1224665.875000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 10 (1080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Entering Unmasked Estep Score: -17972.867188 Penalty: 230.495636 Iteration 0F: 2 clusters Score -17972.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -17182.275391 Penalty: 460.991272 Iteration 0F: 3 clusters Score -17182.28 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -17470.595703 Penalty: 460.991272 Iteration 1F: 3 clusters Score -17470.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -17561.847656 Penalty: 460.991272 Iteration 2F: 3 clusters Score -17561.85 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -17613.888672 Penalty: 460.991272 Iteration 3F: 3 clusters Score -17613.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -17651.283203 Penalty: 460.991272 Iteration 4F: 3 clusters Score -17651.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -17670.857422 Penalty: 460.991272 Iteration 5Q: 3 clusters Score -17670.86 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -17699.044922 Penalty: 460.991272 Iteration 6Q: 3 clusters Score -17699.04 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -17728.548828 Penalty: 460.991272 Iteration 7Q: 3 clusters Score -17728.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -17754.050781 Penalty: 460.991272 Iteration 8Q: 3 clusters Score -17754.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -17772.878906 Penalty: 460.991272 Iteration 9Q: 3 clusters Score -17772.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -17789.740234 Penalty: 460.991272 Iteration 10Q: 3 clusters Score -17789.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -17804.712891 Penalty: 460.991272 Iteration 11Q: 3 clusters Score -17804.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -17816.263672 Penalty: 460.991272 Iteration 12Q: 3 clusters Score -17816.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -17823.208984 Penalty: 460.991272 Iteration 13Q: 3 clusters Score -17823.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -17825.972656 Penalty: 460.991272 Iteration 14Q: 3 clusters Score -17825.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -17828.677734 Penalty: 460.991272 Iteration 15Q: 3 clusters Score -17828.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -17832.205078 Penalty: 460.991272 Iteration 16Q: 3 clusters Score -17832.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -17835.685547 Penalty: 460.991272 Iteration 17Q: 3 clusters Score -17835.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -17838.179688 Penalty: 460.991272 Iteration 18Q: 3 clusters Score -17838.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -17840.472656 Penalty: 460.991272 Iteration 19Q: 3 clusters Score -17840.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -17843.951172 Penalty: 460.991272 Iteration 20F: 3 clusters Score -17843.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -17848.332031 Penalty: 460.991272 Iteration 21Q: 3 clusters Score -17848.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -17853.201172 Penalty: 460.991272 Iteration 22Q: 3 clusters Score -17853.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -17857.085938 Penalty: 460.991272 Iteration 23Q: 3 clusters Score -17857.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -17858.246094 Penalty: 460.991272 Iteration 24Q: 3 clusters Score -17858.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -17859.203125 Penalty: 460.991272 Iteration 25Q: 3 clusters Score -17859.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -17859.367188 Penalty: 460.991272 Iteration 26Q: 3 clusters Score -17859.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -17859.544922 Penalty: 460.991272 Iteration 27Q: 3 clusters Score -17859.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -17860.011719 Penalty: 460.991272 Iteration 28Q: 3 clusters Score -17860.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -17860.152344 Penalty: 460.991272 Iteration 29Q: 3 clusters Score -17860.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -17860.152344 Penalty: 460.991272 Iteration 30F: 3 clusters Score -17860.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Entering Unmasked Estep Score: -83747.906250 Penalty: 268.145844 Iteration 0F: 2 clusters Score -83747.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -81441.187500 Penalty: 536.291687 Iteration 0F: 3 clusters Score -81441.19 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -82569.312500 Penalty: 536.291687 Iteration 1F: 3 clusters Score -82569.31 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -83011.218750 Penalty: 536.291687 Iteration 2F: 3 clusters Score -83011.22 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -83467.476562 Penalty: 536.291687 Iteration 3F: 3 clusters Score -83467.48 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -83733.875000 Penalty: 536.291687 Iteration 4F: 3 clusters Score -83733.88 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -83884.007812 Penalty: 536.291687 Iteration 5Q: 3 clusters Score -83884.01 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -83975.742188 Penalty: 536.291687 Iteration 6Q: 3 clusters Score -83975.74 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -84015.250000 Penalty: 536.291687 Iteration 7Q: 3 clusters Score -84015.25 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -84036.250000 Penalty: 536.291687 Iteration 8Q: 3 clusters Score -84036.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -84043.250000 Penalty: 536.291687 Iteration 9Q: 3 clusters Score -84043.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -84047.101562 Penalty: 536.291687 Iteration 10Q: 3 clusters Score -84047.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -84049.687500 Penalty: 536.291687 Iteration 11Q: 3 clusters Score -84049.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -84054.125000 Penalty: 536.291687 Iteration 12Q: 3 clusters Score -84054.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -84055.312500 Penalty: 536.291687 Iteration 13Q: 3 clusters Score -84055.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -84055.531250 Penalty: 536.291687 Iteration 14Q: 3 clusters Score -84055.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -84055.531250 Penalty: 536.291687 Iteration 15F: 3 clusters Score -84055.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 3223 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Entering Unmasked Estep Score: -1224878.375000 Penalty: 7994.592773 Splitting cluster 11 changes total score from -1223784.625000 to -1224878.375000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (3223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Entering Unmasked Estep Score: -75789.656250 Penalty: 266.576233 Iteration 0F: 2 clusters Score -75789.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -73610.320312 Penalty: 533.152466 Iteration 0F: 3 clusters Score -73610.32 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -74610.273438 Penalty: 533.152466 Iteration 1F: 3 clusters Score -74610.27 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -74929.929688 Penalty: 533.152466 Iteration 2F: 3 clusters Score -74929.93 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -75200.445312 Penalty: 533.152466 Iteration 3F: 3 clusters Score -75200.45 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -75402.468750 Penalty: 533.152466 Iteration 4F: 3 clusters Score -75402.47 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -75591.023438 Penalty: 533.152466 Iteration 5F: 3 clusters Score -75591.02 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -75765.593750 Penalty: 533.152466 Iteration 6F: 3 clusters Score -75765.59 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -75892.000000 Penalty: 533.152466 Iteration 7Q: 3 clusters Score -75892 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -75949.921875 Penalty: 533.152466 Iteration 8Q: 3 clusters Score -75949.92 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -75979.468750 Penalty: 533.152466 Iteration 9Q: 3 clusters Score -75979.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -75987.648438 Penalty: 533.152466 Iteration 10Q: 3 clusters Score -75987.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -75989.453125 Penalty: 533.152466 Iteration 11Q: 3 clusters Score -75989.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -75990.679688 Penalty: 533.152466 Iteration 12Q: 3 clusters Score -75990.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -75991.851562 Penalty: 533.152466 Iteration 13Q: 3 clusters Score -75991.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -75992.398438 Penalty: 533.152466 Iteration 14Q: 3 clusters Score -75992.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -75993.351562 Penalty: 533.152466 Iteration 15Q: 3 clusters Score -75993.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -75994.570312 Penalty: 533.152466 Iteration 16Q: 3 clusters Score -75994.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -75994.671875 Penalty: 533.152466 Iteration 17Q: 3 clusters Score -75994.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -75995.000000 Penalty: 533.152466 Iteration 18Q: 3 clusters Score -75995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -75995.203125 Penalty: 533.152466 Iteration 19Q: 3 clusters Score -75995.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -75995.367188 Penalty: 533.152466 Iteration 20F: 3 clusters Score -75995.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -75995.242188 Penalty: 533.152466 Iteration 21Q: 3 clusters Score -75995.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -75995.242188 Penalty: 533.152466 Iteration 22F: 3 clusters Score -75995.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 4098 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Entering Unmasked Estep Score: -1224987.875000 Penalty: 8357.983398 Splitting cluster 12 changes total score from -1223784.625000 to -1224987.875000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 13 (4098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Entering Unmasked Estep Score: -85661.570312 Penalty: 274.502411 Iteration 0F: 2 clusters Score -85661.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -82897.578125 Penalty: 549.004822 Iteration 0F: 3 clusters Score -82897.58 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -84508.109375 Penalty: 549.004822 Iteration 1F: 3 clusters Score -84508.11 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -85133.585938 Penalty: 549.004822 Iteration 2F: 3 clusters Score -85133.59 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -85481.695312 Penalty: 549.004822 Iteration 3F: 3 clusters Score -85481.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -85647.867188 Penalty: 549.004822 Iteration 4F: 3 clusters Score -85647.87 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -85726.132812 Penalty: 549.004822 Iteration 5Q: 3 clusters Score -85726.13 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -85764.687500 Penalty: 549.004822 Iteration 6Q: 3 clusters Score -85764.69 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -85788.140625 Penalty: 549.004822 Iteration 7Q: 3 clusters Score -85788.14 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -85827.273438 Penalty: 549.004822 Iteration 8Q: 3 clusters Score -85827.27 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -85936.375000 Penalty: 549.004822 Iteration 9Q: 3 clusters Score -85936.38 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -86167.726562 Penalty: 549.004822 Iteration 10Q: 3 clusters Score -86167.73 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -86240.554688 Penalty: 549.004822 Iteration 11Q: 3 clusters Score -86240.55 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -86255.210938 Penalty: 549.004822 Iteration 12Q: 3 clusters Score -86255.21 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -86263.210938 Penalty: 549.004822 Iteration 13Q: 3 clusters Score -86263.21 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -86268.000000 Penalty: 549.004822 Iteration 14Q: 3 clusters Score -86268 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -86273.375000 Penalty: 549.004822 Iteration 15Q: 3 clusters Score -86273.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -86275.640625 Penalty: 549.004822 Iteration 16Q: 3 clusters Score -86275.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -86277.585938 Penalty: 549.004822 Iteration 17Q: 3 clusters Score -86277.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -86280.343750 Penalty: 549.004822 Iteration 18Q: 3 clusters Score -86280.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -86284.414062 Penalty: 549.004822 Iteration 19Q: 3 clusters Score -86284.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -86286.976562 Penalty: 549.004822 Iteration 20F: 3 clusters Score -86286.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -86290.179688 Penalty: 549.004822 Iteration 21Q: 3 clusters Score -86290.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -86292.937500 Penalty: 549.004822 Iteration 22Q: 3 clusters Score -86292.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -86295.039062 Penalty: 549.004822 Iteration 23Q: 3 clusters Score -86295.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -86296.382812 Penalty: 549.004822 Iteration 24Q: 3 clusters Score -86296.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -86297.484375 Penalty: 549.004822 Iteration 25Q: 3 clusters Score -86297.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -86298.148438 Penalty: 549.004822 Iteration 26Q: 3 clusters Score -86298.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -86298.695312 Penalty: 549.004822 Iteration 27Q: 3 clusters Score -86298.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -86298.781250 Penalty: 549.004822 Iteration 28Q: 3 clusters Score -86298.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -86298.781250 Penalty: 549.004822 Iteration 29F: 3 clusters Score -86298.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 4607 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Entering Unmasked Estep Score: -1225536.125000 Penalty: 8721.374023 Splitting cluster 13 changes total score from -1223784.625000 to -1225536.125000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -23923.574219 Penalty: 231.459213 Iteration 0F: 2 clusters Score -23923.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -23111.744141 Penalty: 462.918427 Iteration 0F: 3 clusters Score -23111.74 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -23427.705078 Penalty: 462.918427 Iteration 1F: 3 clusters Score -23427.71 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -23502.878906 Penalty: 462.918427 Iteration 2F: 3 clusters Score -23502.88 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -23558.744141 Penalty: 462.918427 Iteration 3F: 3 clusters Score -23558.74 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -23607.464844 Penalty: 462.918427 Iteration 4Q: 3 clusters Score -23607.46 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -23646.181641 Penalty: 462.918427 Iteration 5Q: 3 clusters Score -23646.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -23665.666016 Penalty: 462.918427 Iteration 6Q: 3 clusters Score -23665.67 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -23681.128906 Penalty: 462.918427 Iteration 7Q: 3 clusters Score -23681.13 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -23692.851562 Penalty: 462.918427 Iteration 8Q: 3 clusters Score -23692.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -23701.937500 Penalty: 462.918427 Iteration 9Q: 3 clusters Score -23701.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -23709.007812 Penalty: 462.918427 Iteration 10Q: 3 clusters Score -23709.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -23717.712891 Penalty: 462.918427 Iteration 11Q: 3 clusters Score -23717.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -23725.578125 Penalty: 462.918427 Iteration 12Q: 3 clusters Score -23725.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -23731.410156 Penalty: 462.918427 Iteration 13Q: 3 clusters Score -23731.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -23737.189453 Penalty: 462.918427 Iteration 14Q: 3 clusters Score -23737.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -23745.468750 Penalty: 462.918427 Iteration 15Q: 3 clusters Score -23745.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -23749.322266 Penalty: 462.918427 Iteration 16Q: 3 clusters Score -23749.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -23751.652344 Penalty: 462.918427 Iteration 17Q: 3 clusters Score -23751.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -23755.791016 Penalty: 462.918427 Iteration 18Q: 3 clusters Score -23755.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -23760.123047 Penalty: 462.918427 Iteration 19Q: 3 clusters Score -23760.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -23763.830078 Penalty: 462.918427 Iteration 20F: 3 clusters Score -23763.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -23767.609375 Penalty: 462.918427 Iteration 21Q: 3 clusters Score -23767.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -23768.343750 Penalty: 462.918427 Iteration 22Q: 3 clusters Score -23768.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -23768.746094 Penalty: 462.918427 Iteration 23Q: 3 clusters Score -23768.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -23773.296875 Penalty: 462.918427 Iteration 24Q: 3 clusters Score -23773.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -23785.646484 Penalty: 462.918427 Iteration 25Q: 3 clusters Score -23785.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -23794.554688 Penalty: 462.918427 Iteration 26Q: 3 clusters Score -23794.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -23797.308594 Penalty: 462.918427 Iteration 27Q: 3 clusters Score -23797.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -23800.722656 Penalty: 462.918427 Iteration 28Q: 3 clusters Score -23800.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -23805.390625 Penalty: 462.918427 Iteration 29Q: 3 clusters Score -23805.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -23813.964844 Penalty: 462.918427 Iteration 30Q: 3 clusters Score -23813.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -23826.833984 Penalty: 462.918427 Iteration 31Q: 3 clusters Score -23826.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -23839.927734 Penalty: 462.918427 Iteration 32Q: 3 clusters Score -23839.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -23845.550781 Penalty: 462.918427 Iteration 33Q: 3 clusters Score -23845.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -23847.744141 Penalty: 462.918427 Iteration 34Q: 3 clusters Score -23847.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -23850.291016 Penalty: 462.918427 Iteration 35Q: 3 clusters Score -23850.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -23853.082031 Penalty: 462.918427 Iteration 36Q: 3 clusters Score -23853.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -23853.826172 Penalty: 462.918427 Iteration 37Q: 3 clusters Score -23853.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -23853.908203 Penalty: 462.918427 Iteration 38Q: 3 clusters Score -23853.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -23859.414062 Penalty: 462.918427 Iteration 39F: 3 clusters Score -23859.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -23866.191406 Penalty: 462.918427 Iteration 40F: 3 clusters Score -23866.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -23870.933594 Penalty: 462.918427 Iteration 41Q: 3 clusters Score -23870.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -23873.753906 Penalty: 462.918427 Iteration 42Q: 3 clusters Score -23873.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -23875.462891 Penalty: 462.918427 Iteration 43Q: 3 clusters Score -23875.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -23877.804688 Penalty: 462.918427 Iteration 44Q: 3 clusters Score -23877.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -23878.271484 Penalty: 462.918427 Iteration 45Q: 3 clusters Score -23878.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -23878.341797 Penalty: 462.918427 Iteration 46Q: 3 clusters Score -23878.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -23878.341797 Penalty: 462.918427 Iteration 47F: 3 clusters Score -23878.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Entering Unmasked Estep Score: -110346.492188 Penalty: 278.365967 Iteration 0F: 2 clusters Score -110346.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -107255.367188 Penalty: 556.731934 Iteration 0F: 3 clusters Score -107255.4 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -108548.867188 Penalty: 556.731934 Iteration 1F: 3 clusters Score -108548.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -108772.460938 Penalty: 556.731934 Iteration 2F: 3 clusters Score -108772.5 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -109163.406250 Penalty: 556.731934 Iteration 3F: 3 clusters Score -109163.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -109686.507812 Penalty: 556.731934 Iteration 4F: 3 clusters Score -109686.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -110103.101562 Penalty: 556.731934 Iteration 5F: 3 clusters Score -110103.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -110423.375000 Penalty: 556.731934 Iteration 6Q: 3 clusters Score -110423.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -110614.906250 Penalty: 556.731934 Iteration 7Q: 3 clusters Score -110614.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -110688.875000 Penalty: 556.731934 Iteration 8Q: 3 clusters Score -110688.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -110733.421875 Penalty: 556.731934 Iteration 9Q: 3 clusters Score -110733.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -110779.023438 Penalty: 556.731934 Iteration 10Q: 3 clusters Score -110779 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -110830.976562 Penalty: 556.731934 Iteration 11Q: 3 clusters Score -110831 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -110870.875000 Penalty: 556.731934 Iteration 12Q: 3 clusters Score -110870.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -110914.406250 Penalty: 556.731934 Iteration 13Q: 3 clusters Score -110914.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -110975.742188 Penalty: 556.731934 Iteration 14Q: 3 clusters Score -110975.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -111065.007812 Penalty: 556.731934 Iteration 15Q: 3 clusters Score -111065 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -111135.046875 Penalty: 556.731934 Iteration 16Q: 3 clusters Score -111135 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -111167.656250 Penalty: 556.731934 Iteration 17Q: 3 clusters Score -111167.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -111187.710938 Penalty: 556.731934 Iteration 18Q: 3 clusters Score -111187.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -111194.960938 Penalty: 556.731934 Iteration 19Q: 3 clusters Score -111195 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -111197.281250 Penalty: 556.731934 Iteration 20F: 3 clusters Score -111197.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -111197.523438 Penalty: 556.731934 Iteration 21Q: 3 clusters Score -111197.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -111197.968750 Penalty: 556.731934 Iteration 22Q: 3 clusters Score -111198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -111198.382812 Penalty: 556.731934 Iteration 23Q: 3 clusters Score -111198.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -111198.578125 Penalty: 556.731934 Iteration 24Q: 3 clusters Score -111198.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -111198.578125 Penalty: 556.731934 Iteration 25F: 3 clusters Score -111198.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 5939 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Mstep: Class 25 contains 3174 members Entering Unmasked Estep Score: -1226299.375000 Penalty: 9084.764648 Splitting cluster 15 changes total score from -1223784.625000 to -1226299.375000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (5939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Entering Unmasked Estep Score: -143945.703125 Penalty: 286.746765 Iteration 0F: 2 clusters Score -143945.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -140011.328125 Penalty: 573.493530 Iteration 0F: 3 clusters Score -140011.3 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -141575.578125 Penalty: 573.493530 Iteration 1F: 3 clusters Score -141575.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -141748.593750 Penalty: 573.493530 Iteration 2F: 3 clusters Score -141748.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -141939.421875 Penalty: 573.493530 Iteration 3F: 3 clusters Score -141939.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -142196.203125 Penalty: 573.493530 Iteration 4F: 3 clusters Score -142196.2 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -142521.187500 Penalty: 573.493530 Iteration 5F: 3 clusters Score -142521.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -142781.187500 Penalty: 573.493530 Iteration 6F: 3 clusters Score -142781.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -142923.343750 Penalty: 573.493530 Iteration 7Q: 3 clusters Score -142923.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -143028.968750 Penalty: 573.493530 Iteration 8Q: 3 clusters Score -143029 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -143137.640625 Penalty: 573.493530 Iteration 9Q: 3 clusters Score -143137.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -143269.359375 Penalty: 573.493530 Iteration 10Q: 3 clusters Score -143269.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -143403.515625 Penalty: 573.493530 Iteration 11Q: 3 clusters Score -143403.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -143514.296875 Penalty: 573.493530 Iteration 12Q: 3 clusters Score -143514.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -143609.640625 Penalty: 573.493530 Iteration 13Q: 3 clusters Score -143609.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -143680.937500 Penalty: 573.493530 Iteration 14Q: 3 clusters Score -143680.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -143765.703125 Penalty: 573.493530 Iteration 15Q: 3 clusters Score -143765.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -143849.703125 Penalty: 573.493530 Iteration 16Q: 3 clusters Score -143849.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -143939.781250 Penalty: 573.493530 Iteration 17Q: 3 clusters Score -143939.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -144021.906250 Penalty: 573.493530 Iteration 18Q: 3 clusters Score -144021.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -144074.296875 Penalty: 573.493530 Iteration 19Q: 3 clusters Score -144074.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -144108.359375 Penalty: 573.493530 Iteration 20F: 3 clusters Score -144108.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -144123.656250 Penalty: 573.493530 Iteration 21Q: 3 clusters Score -144123.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -144136.000000 Penalty: 573.493530 Iteration 22Q: 3 clusters Score -144136 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -144154.343750 Penalty: 573.493530 Iteration 23Q: 3 clusters Score -144154.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -144167.187500 Penalty: 573.493530 Iteration 24Q: 3 clusters Score -144167.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -144174.046875 Penalty: 573.493530 Iteration 25Q: 3 clusters Score -144174 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -144177.500000 Penalty: 573.493530 Iteration 26Q: 3 clusters Score -144177.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -144179.390625 Penalty: 573.493530 Iteration 27Q: 3 clusters Score -144179.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -144180.281250 Penalty: 573.493530 Iteration 28Q: 3 clusters Score -144180.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -144180.734375 Penalty: 573.493530 Iteration 29Q: 3 clusters Score -144180.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -144181.359375 Penalty: 573.493530 Iteration 30Q: 3 clusters Score -144181.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -144181.750000 Penalty: 573.493530 Iteration 31Q: 3 clusters Score -144181.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -144182.062500 Penalty: 573.493530 Iteration 32Q: 3 clusters Score -144182.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -144182.078125 Penalty: 573.493530 Iteration 33Q: 3 clusters Score -144182.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -144181.968750 Penalty: 573.493530 Iteration 34Q: 3 clusters Score -144182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -144182.468750 Penalty: 573.493530 Iteration 35Q: 3 clusters Score -144182.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -144182.921875 Penalty: 573.493530 Iteration 36Q: 3 clusters Score -144182.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -144183.484375 Penalty: 573.493530 Iteration 37Q: 3 clusters Score -144183.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -144183.625000 Penalty: 573.493530 Iteration 38Q: 3 clusters Score -144183.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -144183.921875 Penalty: 573.493530 Iteration 39Q: 3 clusters Score -144183.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -144184.000000 Penalty: 573.493530 Iteration 40F: 3 clusters Score -144184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -144183.843750 Penalty: 573.493530 Iteration 41Q: 3 clusters Score -144183.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -144183.890625 Penalty: 573.493530 Iteration 42Q: 3 clusters Score -144183.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -144183.984375 Penalty: 573.493530 Iteration 43Q: 3 clusters Score -144184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -144183.984375 Penalty: 573.493530 Iteration 44F: 3 clusters Score -144184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 4853 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Mstep: Class 25 contains 3174 members Mstep: Class 26 contains 2825 members Entering Unmasked Estep Score: -1226462.875000 Penalty: 9448.155273 Splitting cluster 17 changes total score from -1223784.625000 to -1226462.875000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 18 (4853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Entering Unmasked Estep Score: -115266.585938 Penalty: 280.082642 Iteration 0F: 2 clusters Score -115266.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -112055.664062 Penalty: 560.165283 Iteration 0F: 3 clusters Score -112055.7 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -114002.796875 Penalty: 560.165283 Iteration 1F: 3 clusters Score -114002.8 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -114626.921875 Penalty: 560.165283 Iteration 2F: 3 clusters Score -114626.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -115021.000000 Penalty: 560.165283 Iteration 3F: 3 clusters Score -115021 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -115192.078125 Penalty: 560.165283 Iteration 4F: 3 clusters Score -115192.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -115262.054688 Penalty: 560.165283 Iteration 5Q: 3 clusters Score -115262.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -115295.843750 Penalty: 560.165283 Iteration 6Q: 3 clusters Score -115295.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -115319.625000 Penalty: 560.165283 Iteration 7Q: 3 clusters Score -115319.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -115346.992188 Penalty: 560.165283 Iteration 8Q: 3 clusters Score -115347 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -115378.171875 Penalty: 560.165283 Iteration 9Q: 3 clusters Score -115378.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -115406.562500 Penalty: 560.165283 Iteration 10Q: 3 clusters Score -115406.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -115423.078125 Penalty: 560.165283 Iteration 11Q: 3 clusters Score -115423.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -115432.757812 Penalty: 560.165283 Iteration 12Q: 3 clusters Score -115432.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -115440.359375 Penalty: 560.165283 Iteration 13Q: 3 clusters Score -115440.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -115449.507812 Penalty: 560.165283 Iteration 14Q: 3 clusters Score -115449.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -115458.914062 Penalty: 560.165283 Iteration 15Q: 3 clusters Score -115458.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -115461.726562 Penalty: 560.165283 Iteration 16Q: 3 clusters Score -115461.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -115464.812500 Penalty: 560.165283 Iteration 17Q: 3 clusters Score -115464.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -115466.500000 Penalty: 560.165283 Iteration 18Q: 3 clusters Score -115466.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -115467.351562 Penalty: 560.165283 Iteration 19Q: 3 clusters Score -115467.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -115470.007812 Penalty: 560.165283 Iteration 20F: 3 clusters Score -115470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -115472.507812 Penalty: 560.165283 Iteration 21Q: 3 clusters Score -115472.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -115473.218750 Penalty: 560.165283 Iteration 22Q: 3 clusters Score -115473.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -115473.742188 Penalty: 560.165283 Iteration 23Q: 3 clusters Score -115473.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -115473.703125 Penalty: 560.165283 Iteration 24Q: 3 clusters Score -115473.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -115474.023438 Penalty: 560.165283 Iteration 25Q: 3 clusters Score -115474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -115474.617188 Penalty: 560.165283 Iteration 26Q: 3 clusters Score -115474.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -115475.351562 Penalty: 560.165283 Iteration 27Q: 3 clusters Score -115475.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -115476.070312 Penalty: 560.165283 Iteration 28Q: 3 clusters Score -115476.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -115476.625000 Penalty: 560.165283 Iteration 29Q: 3 clusters Score -115476.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -115477.562500 Penalty: 560.165283 Iteration 30Q: 3 clusters Score -115477.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -115477.734375 Penalty: 560.165283 Iteration 31Q: 3 clusters Score -115477.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -115478.039062 Penalty: 560.165283 Iteration 32Q: 3 clusters Score -115478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -115477.859375 Penalty: 560.165283 Iteration 33Q: 3 clusters Score -115477.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -115477.859375 Penalty: 560.165283 Iteration 34F: 3 clusters Score -115477.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 848 members Mstep: Class 19 contains 5809 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Mstep: Class 25 contains 3174 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 4005 members Entering Unmasked Estep Score: -1226593.125000 Penalty: 9811.545898 Splitting cluster 18 changes total score from -1223784.625000 to -1226593.125000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 19 (5809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Entering Unmasked Estep Score: -133542.703125 Penalty: 286.016418 Iteration 0F: 2 clusters Score -133542.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -129645.109375 Penalty: 572.032837 Iteration 0F: 3 clusters Score -129645.1 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -131308.312500 Penalty: 572.032837 Iteration 1F: 3 clusters Score -131308.3 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -131587.546875 Penalty: 572.032837 Iteration 2F: 3 clusters Score -131587.5 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -131890.437500 Penalty: 572.032837 Iteration 3F: 3 clusters Score -131890.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -132206.546875 Penalty: 572.032837 Iteration 4F: 3 clusters Score -132206.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -132560.328125 Penalty: 572.032837 Iteration 5F: 3 clusters Score -132560.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -132801.703125 Penalty: 572.032837 Iteration 6F: 3 clusters Score -132801.7 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -132998.656250 Penalty: 572.032837 Iteration 7Q: 3 clusters Score -132998.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -133166.796875 Penalty: 572.032837 Iteration 8Q: 3 clusters Score -133166.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -133294.500000 Penalty: 572.032837 Iteration 9Q: 3 clusters Score -133294.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -133382.750000 Penalty: 572.032837 Iteration 10Q: 3 clusters Score -133382.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -133437.640625 Penalty: 572.032837 Iteration 11Q: 3 clusters Score -133437.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -133469.156250 Penalty: 572.032837 Iteration 12Q: 3 clusters Score -133469.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -133485.781250 Penalty: 572.032837 Iteration 13Q: 3 clusters Score -133485.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -133495.000000 Penalty: 572.032837 Iteration 14Q: 3 clusters Score -133495 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -133502.312500 Penalty: 572.032837 Iteration 15Q: 3 clusters Score -133502.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -133506.406250 Penalty: 572.032837 Iteration 16Q: 3 clusters Score -133506.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -133510.421875 Penalty: 572.032837 Iteration 17Q: 3 clusters Score -133510.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -133515.250000 Penalty: 572.032837 Iteration 18Q: 3 clusters Score -133515.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -133520.437500 Penalty: 572.032837 Iteration 19Q: 3 clusters Score -133520.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -133532.031250 Penalty: 572.032837 Iteration 20F: 3 clusters Score -133532 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -133540.281250 Penalty: 572.032837 Iteration 21Q: 3 clusters Score -133540.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -133548.625000 Penalty: 572.032837 Iteration 22Q: 3 clusters Score -133548.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -133562.546875 Penalty: 572.032837 Iteration 23Q: 3 clusters Score -133562.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -133576.234375 Penalty: 572.032837 Iteration 24Q: 3 clusters Score -133576.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -133594.812500 Penalty: 572.032837 Iteration 25Q: 3 clusters Score -133594.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -133612.156250 Penalty: 572.032837 Iteration 26Q: 3 clusters Score -133612.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -133621.859375 Penalty: 572.032837 Iteration 27Q: 3 clusters Score -133621.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -133629.875000 Penalty: 572.032837 Iteration 28Q: 3 clusters Score -133629.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -133638.484375 Penalty: 572.032837 Iteration 29Q: 3 clusters Score -133638.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -133644.421875 Penalty: 572.032837 Iteration 30Q: 3 clusters Score -133644.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -133648.953125 Penalty: 572.032837 Iteration 31Q: 3 clusters Score -133649 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -133652.218750 Penalty: 572.032837 Iteration 32Q: 3 clusters Score -133652.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -133654.750000 Penalty: 572.032837 Iteration 33Q: 3 clusters Score -133654.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -133656.375000 Penalty: 572.032837 Iteration 34Q: 3 clusters Score -133656.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -133657.656250 Penalty: 572.032837 Iteration 35Q: 3 clusters Score -133657.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -133658.406250 Penalty: 572.032837 Iteration 36Q: 3 clusters Score -133658.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -133658.406250 Penalty: 572.032837 Iteration 37Q: 3 clusters Score -133658.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -133658.375000 Penalty: 572.032837 Iteration 38Q: 3 clusters Score -133658.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -133658.375000 Penalty: 572.032837 Iteration 39F: 3 clusters Score -133658.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 848 members Mstep: Class 19 contains 5168 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Mstep: Class 25 contains 3174 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 4005 members Mstep: Class 28 contains 641 members Entering Unmasked Estep Score: -1226632.375000 Penalty: 10174.936523 Splitting cluster 19 changes total score from -1223784.625000 to -1226632.375000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 20 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -14315.063477 Penalty: 215.949097 Iteration 0F: 2 clusters Score -14315.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -13783.359375 Penalty: 431.898193 Iteration 0F: 3 clusters Score -13783.36 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14070.870117 Penalty: 431.898193 Iteration 1F: 3 clusters Score -14070.87 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14174.668945 Penalty: 431.898193 Iteration 2F: 3 clusters Score -14174.67 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14240.422852 Penalty: 431.898193 Iteration 3F: 3 clusters Score -14240.42 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -14344.046875 Penalty: 431.898193 Iteration 4Q: 3 clusters Score -14344.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14419.700195 Penalty: 431.898193 Iteration 5Q: 3 clusters Score -14419.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14461.156250 Penalty: 431.898193 Iteration 6Q: 3 clusters Score -14461.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -14500.239258 Penalty: 431.898193 Iteration 7Q: 3 clusters Score -14500.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -14550.351562 Penalty: 431.898193 Iteration 8Q: 3 clusters Score -14550.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14579.511719 Penalty: 431.898193 Iteration 9Q: 3 clusters Score -14579.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -14600.213867 Penalty: 431.898193 Iteration 10Q: 3 clusters Score -14600.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14604.470703 Penalty: 431.898193 Iteration 11Q: 3 clusters Score -14604.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -14605.333008 Penalty: 431.898193 Iteration 12Q: 3 clusters Score -14605.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -14605.333008 Penalty: 431.898193 Iteration 13F: 3 clusters Score -14605.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 3 contains 6157 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 10176 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 848 members Mstep: Class 19 contains 5168 members Mstep: Class 20 contains 418 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2595 members Mstep: Class 24 contains 2741 members Mstep: Class 25 contains 3174 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 4005 members Mstep: Class 28 contains 641 members Mstep: Class 29 contains 277 members Entering Unmasked Estep Score: -1226773.875000 Penalty: 10538.327148 Splitting cluster 20 changes total score from -1223784.625000 to -1226773.875000 So it's getting split into cluster 29. Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 274 members Mstep: Class 4 contains 690 members Mstep: Class 5 contains 1022 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 78 members Mstep: Class 10 contains 1080 members Mstep: Class 11 contains 875 members Mstep: Class 12 contains 628 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 1112 members Mstep: Class 15 contains 1433 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 848 members Mstep: Class 19 contains 5168 members Mstep: Class 20 contains 418 members Entering Unmasked Estep ConsiderDeletion Score: -1228068.000000 Penalty: 10538.327148 Iteration 39Q: 30 clusters Score -1228068 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 320 members Mstep: Class 3 contains 6022 members Mstep: Class 4 contains 765 members Mstep: Class 5 contains 999 members Mstep: Class 6 contains 10124 members Mstep: Class 7 contains 659 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1155 members Mstep: Class 11 contains 933 members Mstep: Class 12 contains 646 members Mstep: Class 13 contains 1368 members Mstep: Class 14 contains 1068 members Mstep: Class 15 contains 1458 members Mstep: Class 16 contains 431 members Mstep: Class 17 contains 3206 members Mstep: Class 18 contains 853 members Mstep: Class 19 contains 5225 members Mstep: Class 20 contains 428 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 2516 members Mstep: Class 23 contains 2589 members Mstep: Class 24 contains 2668 members Mstep: Class 25 contains 3174 members Mstep: Class 26 contains 2793 members Mstep: Class 27 contains 3937 members Mstep: Class 28 contains 618 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1229289.875000 Penalty: 10538.327148 Iteration 40F: 30 clusters Score -1229290 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 5959 members Mstep: Class 4 contains 787 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 10094 members Mstep: Class 7 contains 641 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 920 members Mstep: Class 12 contains 666 members Mstep: Class 13 contains 1381 members Mstep: Class 14 contains 1037 members Mstep: Class 15 contains 1468 members Mstep: Class 16 contains 457 members Mstep: Class 17 contains 3274 members Mstep: Class 18 contains 854 members Mstep: Class 19 contains 5193 members Mstep: Class 20 contains 437 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 2505 members Mstep: Class 23 contains 2573 members Mstep: Class 24 contains 2673 members Mstep: Class 25 contains 3184 members Mstep: Class 26 contains 2787 members Mstep: Class 27 contains 3968 members Mstep: Class 28 contains 635 members Mstep: Class 29 contains 219 members Entering Unmasked Estep ConsiderDeletion Score: -1229831.000000 Penalty: 10538.327148 Iteration 41Q: 30 clusters Score -1229831 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 5892 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 10071 members Mstep: Class 7 contains 632 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1236 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 686 members Mstep: Class 13 contains 1385 members Mstep: Class 14 contains 1018 members Mstep: Class 15 contains 1477 members Mstep: Class 16 contains 464 members Mstep: Class 17 contains 3316 members Mstep: Class 18 contains 859 members Mstep: Class 19 contains 5158 members Mstep: Class 20 contains 445 members Mstep: Class 21 contains 270 members Mstep: Class 22 contains 2495 members Mstep: Class 23 contains 2568 members Mstep: Class 24 contains 2673 members Mstep: Class 25 contains 3196 members Mstep: Class 26 contains 2790 members Mstep: Class 27 contains 3990 members Mstep: Class 28 contains 638 members Mstep: Class 29 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -1230146.000000 Penalty: 10538.327148 Iteration 42Q: 30 clusters Score -1230146 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 335 members Mstep: Class 3 contains 5833 members Mstep: Class 4 contains 802 members Mstep: Class 5 contains 956 members Mstep: Class 6 contains 10065 members Mstep: Class 7 contains 624 members Mstep: Class 8 contains 159 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1268 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 688 members Mstep: Class 13 contains 1403 members Mstep: Class 14 contains 1004 members Mstep: Class 15 contains 1481 members Mstep: Class 16 contains 485 members Mstep: Class 17 contains 3354 members Mstep: Class 18 contains 862 members Mstep: Class 19 contains 5135 members Mstep: Class 20 contains 445 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2568 members Mstep: Class 24 contains 2665 members Mstep: Class 25 contains 3208 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4009 members Mstep: Class 28 contains 627 members Mstep: Class 29 contains 215 members Entering Unmasked Estep ConsiderDeletion Score: -1230319.000000 Penalty: 10538.327148 Iteration 43Q: 30 clusters Score -1230319 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 341 members Mstep: Class 3 contains 5796 members Mstep: Class 4 contains 807 members Mstep: Class 5 contains 944 members Mstep: Class 6 contains 10053 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 164 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1305 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 688 members Mstep: Class 13 contains 1410 members Mstep: Class 14 contains 988 members Mstep: Class 15 contains 1484 members Mstep: Class 16 contains 503 members Mstep: Class 17 contains 3375 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 5112 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2483 members Mstep: Class 23 contains 2570 members Mstep: Class 24 contains 2650 members Mstep: Class 25 contains 3219 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4029 members Mstep: Class 28 contains 618 members Mstep: Class 29 contains 214 members Entering Unmasked Estep ConsiderDeletion Score: -1230436.500000 Penalty: 10538.327148 Iteration 44Q: 30 clusters Score -1230436 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 352 members Mstep: Class 3 contains 5758 members Mstep: Class 4 contains 809 members Mstep: Class 5 contains 934 members Mstep: Class 6 contains 10040 members Mstep: Class 7 contains 613 members Mstep: Class 8 contains 171 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1332 members Mstep: Class 11 contains 907 members Mstep: Class 12 contains 687 members Mstep: Class 13 contains 1412 members Mstep: Class 14 contains 970 members Mstep: Class 15 contains 1486 members Mstep: Class 16 contains 516 members Mstep: Class 17 contains 3392 members Mstep: Class 18 contains 863 members Mstep: Class 19 contains 5096 members Mstep: Class 20 contains 453 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2483 members Mstep: Class 23 contains 2577 members Mstep: Class 24 contains 2639 members Mstep: Class 25 contains 3230 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4049 members Mstep: Class 28 contains 609 members Mstep: Class 29 contains 216 members Entering Unmasked Estep ConsiderDeletion Score: -1230553.875000 Penalty: 10538.327148 Iteration 45Q: 30 clusters Score -1230554 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 360 members Mstep: Class 3 contains 5739 members Mstep: Class 4 contains 808 members Mstep: Class 5 contains 921 members Mstep: Class 6 contains 10028 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1360 members Mstep: Class 11 contains 905 members Mstep: Class 12 contains 679 members Mstep: Class 13 contains 1405 members Mstep: Class 14 contains 950 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 524 members Mstep: Class 17 contains 3405 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 5086 members Mstep: Class 20 contains 458 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 2587 members Mstep: Class 24 contains 2631 members Mstep: Class 25 contains 3236 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4067 members Mstep: Class 28 contains 603 members Mstep: Class 29 contains 219 members Entering Unmasked Estep ConsiderDeletion Score: -1230629.000000 Penalty: 10538.327148 Iteration 46Q: 30 clusters Score -1230629 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 5727 members Mstep: Class 4 contains 808 members Mstep: Class 5 contains 918 members Mstep: Class 6 contains 10020 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1374 members Mstep: Class 11 contains 899 members Mstep: Class 12 contains 673 members Mstep: Class 13 contains 1395 members Mstep: Class 14 contains 931 members Mstep: Class 15 contains 1492 members Mstep: Class 16 contains 536 members Mstep: Class 17 contains 3406 members Mstep: Class 18 contains 869 members Mstep: Class 19 contains 5078 members Mstep: Class 20 contains 463 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2482 members Mstep: Class 23 contains 2594 members Mstep: Class 24 contains 2627 members Mstep: Class 25 contains 3239 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4080 members Mstep: Class 28 contains 616 members Mstep: Class 29 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -1230687.000000 Penalty: 10538.327148 Iteration 47Q: 30 clusters Score -1230687 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 357 members Mstep: Class 3 contains 5716 members Mstep: Class 4 contains 806 members Mstep: Class 5 contains 913 members Mstep: Class 6 contains 10014 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 180 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1388 members Mstep: Class 11 contains 901 members Mstep: Class 12 contains 664 members Mstep: Class 13 contains 1383 members Mstep: Class 14 contains 915 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 550 members Mstep: Class 17 contains 3412 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 5072 members Mstep: Class 20 contains 469 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2482 members Mstep: Class 23 contains 2601 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 3245 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4088 members Mstep: Class 28 contains 625 members Mstep: Class 29 contains 221 members Entering Unmasked Estep ConsiderDeletion Score: -1230739.625000 Penalty: 10538.327148 Iteration 48Q: 30 clusters Score -1230740 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 352 members Mstep: Class 3 contains 5705 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 915 members Mstep: Class 6 contains 10009 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1401 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 659 members Mstep: Class 13 contains 1368 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 1495 members Mstep: Class 16 contains 558 members Mstep: Class 17 contains 3418 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 5059 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2483 members Mstep: Class 23 contains 2605 members Mstep: Class 24 contains 2625 members Mstep: Class 25 contains 3253 members Mstep: Class 26 contains 2778 members Mstep: Class 27 contains 4090 members Mstep: Class 28 contains 638 members Mstep: Class 29 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -1230792.125000 Penalty: 10538.327148 Iteration 49Q: 30 clusters Score -1230792 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 349 members Mstep: Class 3 contains 5694 members Mstep: Class 4 contains 804 members Mstep: Class 5 contains 912 members Mstep: Class 6 contains 10006 members Mstep: Class 7 contains 608 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1406 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 655 members Mstep: Class 13 contains 1350 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 569 members Mstep: Class 17 contains 3426 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5054 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2610 members Mstep: Class 24 contains 2627 members Mstep: Class 25 contains 3254 members Mstep: Class 26 contains 2778 members Mstep: Class 27 contains 4092 members Mstep: Class 28 contains 651 members Mstep: Class 29 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -1230839.625000 Penalty: 10538.327148 Iteration 50Q: 30 clusters Score -1230840 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 344 members Mstep: Class 3 contains 5685 members Mstep: Class 4 contains 803 members Mstep: Class 5 contains 905 members Mstep: Class 6 contains 10007 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 182 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1411 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 649 members Mstep: Class 13 contains 1333 members Mstep: Class 14 contains 881 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 575 members Mstep: Class 17 contains 3428 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5049 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2616 members Mstep: Class 24 contains 2628 members Mstep: Class 25 contains 3255 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4093 members Mstep: Class 28 contains 678 members Mstep: Class 29 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -1230867.500000 Penalty: 10538.327148 Iteration 51Q: 30 clusters Score -1230868 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 338 members Mstep: Class 3 contains 5683 members Mstep: Class 4 contains 799 members Mstep: Class 5 contains 899 members Mstep: Class 6 contains 10011 members Mstep: Class 7 contains 607 members Mstep: Class 8 contains 184 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1422 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 644 members Mstep: Class 13 contains 1315 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 582 members Mstep: Class 17 contains 3434 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5038 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2621 members Mstep: Class 24 contains 2629 members Mstep: Class 25 contains 3252 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4098 members Mstep: Class 28 contains 700 members Mstep: Class 29 contains 234 members Entering Unmasked Estep ConsiderDeletion Score: -1230901.000000 Penalty: 10538.327148 Iteration 52Q: 30 clusters Score -1230901 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 327 members Mstep: Class 3 contains 5679 members Mstep: Class 4 contains 791 members Mstep: Class 5 contains 898 members Mstep: Class 6 contains 10016 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 187 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1430 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 1291 members Mstep: Class 14 contains 861 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 587 members Mstep: Class 17 contains 3437 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5036 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 2624 members Mstep: Class 24 contains 2631 members Mstep: Class 25 contains 3251 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4106 members Mstep: Class 28 contains 726 members Mstep: Class 29 contains 237 members Entering Unmasked Estep ConsiderDeletion Score: -1230942.000000 Penalty: 10538.327148 Iteration 53Q: 30 clusters Score -1230942 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 323 members Mstep: Class 3 contains 5676 members Mstep: Class 4 contains 787 members Mstep: Class 5 contains 893 members Mstep: Class 6 contains 10020 members Mstep: Class 7 contains 608 members Mstep: Class 8 contains 191 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1441 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 640 members Mstep: Class 13 contains 1278 members Mstep: Class 14 contains 859 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5032 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2480 members Mstep: Class 23 contains 2619 members Mstep: Class 24 contains 2632 members Mstep: Class 25 contains 3249 members Mstep: Class 26 contains 2782 members Mstep: Class 27 contains 4110 members Mstep: Class 28 contains 740 members Mstep: Class 29 contains 239 members Entering Unmasked Estep ConsiderDeletion Score: -1230962.750000 Penalty: 10538.327148 Iteration 54Q: 30 clusters Score -1230963 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 321 members Mstep: Class 3 contains 5674 members Mstep: Class 4 contains 779 members Mstep: Class 5 contains 891 members Mstep: Class 6 contains 10027 members Mstep: Class 7 contains 606 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1450 members Mstep: Class 11 contains 906 members Mstep: Class 12 contains 635 members Mstep: Class 13 contains 1273 members Mstep: Class 14 contains 857 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 592 members Mstep: Class 17 contains 3443 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5025 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2482 members Mstep: Class 23 contains 2620 members Mstep: Class 24 contains 2633 members Mstep: Class 25 contains 3247 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4110 members Mstep: Class 28 contains 754 members Mstep: Class 29 contains 239 members Entering Unmasked Estep ConsiderDeletion Score: -1230982.625000 Penalty: 10538.327148 Iteration 55Q: 30 clusters Score -1230983 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 5671 members Mstep: Class 4 contains 772 members Mstep: Class 5 contains 888 members Mstep: Class 6 contains 10033 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 191 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 906 members Mstep: Class 12 contains 631 members Mstep: Class 13 contains 1267 members Mstep: Class 14 contains 855 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 598 members Mstep: Class 17 contains 3447 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 5021 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2622 members Mstep: Class 24 contains 2631 members Mstep: Class 25 contains 3246 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4112 members Mstep: Class 28 contains 762 members Mstep: Class 29 contains 239 members Entering Unmasked Estep ConsiderDeletion Score: -1230995.375000 Penalty: 10538.327148 Iteration 56Q: 30 clusters Score -1230995 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 323 members Mstep: Class 3 contains 5669 members Mstep: Class 4 contains 767 members Mstep: Class 5 contains 887 members Mstep: Class 6 contains 10038 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 191 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 906 members Mstep: Class 12 contains 627 members Mstep: Class 13 contains 1261 members Mstep: Class 14 contains 854 members Mstep: Class 15 contains 1494 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 3450 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 5015 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2621 members Mstep: Class 24 contains 2633 members Mstep: Class 25 contains 3243 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4112 members Mstep: Class 28 contains 772 members Mstep: Class 29 contains 238 members Entering Unmasked Estep ConsiderDeletion Score: -1231012.375000 Penalty: 10538.327148 Iteration 57Q: 30 clusters Score -1231012 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 324 members Mstep: Class 3 contains 5666 members Mstep: Class 4 contains 767 members Mstep: Class 5 contains 883 members Mstep: Class 6 contains 10036 members Mstep: Class 7 contains 603 members Mstep: Class 8 contains 191 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 627 members Mstep: Class 13 contains 1249 members Mstep: Class 14 contains 852 members Mstep: Class 15 contains 1495 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 3452 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 5014 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2620 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 3243 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4112 members Mstep: Class 28 contains 779 members Mstep: Class 29 contains 239 members Entering Unmasked Estep ConsiderDeletion Score: -1231025.750000 Penalty: 10538.327148 Iteration 58Q: 30 clusters Score -1231026 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 5658 members Mstep: Class 4 contains 766 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 10040 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 191 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 627 members Mstep: Class 13 contains 1241 members Mstep: Class 14 contains 851 members Mstep: Class 15 contains 1496 members Mstep: Class 16 contains 617 members Mstep: Class 17 contains 3452 members Mstep: Class 18 contains 864 members Mstep: Class 19 contains 5008 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2615 members Mstep: Class 24 contains 2641 members Mstep: Class 25 contains 3246 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4112 members Mstep: Class 28 contains 787 members Mstep: Class 29 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -1231035.625000 Penalty: 10538.327148 Iteration 59Q: 30 clusters Score -1231036 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 5653 members Mstep: Class 4 contains 765 members Mstep: Class 5 contains 883 members Mstep: Class 6 contains 10041 members Mstep: Class 7 contains 601 members Mstep: Class 8 contains 193 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 626 members Mstep: Class 13 contains 1233 members Mstep: Class 14 contains 850 members Mstep: Class 15 contains 1497 members Mstep: Class 16 contains 621 members Mstep: Class 17 contains 3453 members Mstep: Class 18 contains 860 members Mstep: Class 19 contains 5008 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 272 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2615 members Mstep: Class 24 contains 2642 members Mstep: Class 25 contains 3248 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4114 members Mstep: Class 28 contains 792 members Mstep: Class 29 contains 234 members Entering Unmasked Estep ConsiderDeletion Score: -1231095.500000 Penalty: 10538.327148 Iteration 60F: 30 clusters Score -1231096 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 331 members Mstep: Class 3 contains 5632 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 882 members Mstep: Class 6 contains 10041 members Mstep: Class 7 contains 601 members Mstep: Class 8 contains 195 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 634 members Mstep: Class 13 contains 1225 members Mstep: Class 14 contains 850 members Mstep: Class 15 contains 1498 members Mstep: Class 16 contains 622 members Mstep: Class 17 contains 3453 members Mstep: Class 18 contains 858 members Mstep: Class 19 contains 4999 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2487 members Mstep: Class 23 contains 2614 members Mstep: Class 24 contains 2644 members Mstep: Class 25 contains 3253 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4114 members Mstep: Class 28 contains 811 members Mstep: Class 29 contains 234 members Entering Unmasked Estep ConsiderDeletion Score: -1231146.500000 Penalty: 10538.327148 Iteration 61Q: 30 clusters Score -1231146 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 340 members Mstep: Class 3 contains 5609 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 881 members Mstep: Class 6 contains 10042 members Mstep: Class 7 contains 601 members Mstep: Class 8 contains 198 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1452 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 630 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 848 members Mstep: Class 15 contains 1500 members Mstep: Class 16 contains 627 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 859 members Mstep: Class 19 contains 4999 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2487 members Mstep: Class 23 contains 2614 members Mstep: Class 24 contains 2647 members Mstep: Class 25 contains 3257 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4114 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231192.625000 Penalty: 10538.327148 Iteration 62Q: 30 clusters Score -1231193 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 350 members Mstep: Class 3 contains 5584 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 876 members Mstep: Class 6 contains 10043 members Mstep: Class 7 contains 601 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1452 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 627 members Mstep: Class 13 contains 1207 members Mstep: Class 14 contains 846 members Mstep: Class 15 contains 1502 members Mstep: Class 16 contains 631 members Mstep: Class 17 contains 3459 members Mstep: Class 18 contains 859 members Mstep: Class 19 contains 4994 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2486 members Mstep: Class 23 contains 2615 members Mstep: Class 24 contains 2650 members Mstep: Class 25 contains 3261 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4114 members Mstep: Class 28 contains 843 members Mstep: Class 29 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -1231222.625000 Penalty: 10538.327148 Iteration 63Q: 30 clusters Score -1231223 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 5563 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 876 members Mstep: Class 6 contains 10042 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 201 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1449 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 624 members Mstep: Class 13 contains 1200 members Mstep: Class 14 contains 844 members Mstep: Class 15 contains 1502 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3461 members Mstep: Class 18 contains 860 members Mstep: Class 19 contains 4996 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2616 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3267 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4117 members Mstep: Class 28 contains 852 members Mstep: Class 29 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -1231235.875000 Penalty: 10538.327148 Iteration 64Q: 30 clusters Score -1231236 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 362 members Mstep: Class 3 contains 5543 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 10042 members Mstep: Class 7 contains 601 members Mstep: Class 8 contains 204 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 914 members Mstep: Class 12 contains 621 members Mstep: Class 13 contains 1189 members Mstep: Class 14 contains 841 members Mstep: Class 15 contains 1503 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3462 members Mstep: Class 18 contains 862 members Mstep: Class 19 contains 5004 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2618 members Mstep: Class 24 contains 2654 members Mstep: Class 25 contains 3274 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4119 members Mstep: Class 28 contains 866 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231265.000000 Penalty: 10538.327148 Iteration 65Q: 30 clusters Score -1231265 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 363 members Mstep: Class 3 contains 5526 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 10042 members Mstep: Class 7 contains 598 members Mstep: Class 8 contains 209 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1446 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 617 members Mstep: Class 13 contains 1166 members Mstep: Class 14 contains 840 members Mstep: Class 15 contains 1504 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3464 members Mstep: Class 18 contains 863 members Mstep: Class 19 contains 5003 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2620 members Mstep: Class 24 contains 2657 members Mstep: Class 25 contains 3279 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4120 members Mstep: Class 28 contains 893 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231315.000000 Penalty: 10538.327148 Iteration 66Q: 30 clusters Score -1231315 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 361 members Mstep: Class 3 contains 5510 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 870 members Mstep: Class 6 contains 10043 members Mstep: Class 7 contains 596 members Mstep: Class 8 contains 211 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1445 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 614 members Mstep: Class 13 contains 1145 members Mstep: Class 14 contains 840 members Mstep: Class 15 contains 1505 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3466 members Mstep: Class 18 contains 862 members Mstep: Class 19 contains 5014 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2611 members Mstep: Class 24 contains 2656 members Mstep: Class 25 contains 3291 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4121 members Mstep: Class 28 contains 921 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231372.250000 Penalty: 10538.327148 Iteration 67Q: 30 clusters Score -1231372 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 358 members Mstep: Class 3 contains 5496 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 872 members Mstep: Class 6 contains 10040 members Mstep: Class 7 contains 595 members Mstep: Class 8 contains 213 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1446 members Mstep: Class 11 contains 920 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 1121 members Mstep: Class 14 contains 840 members Mstep: Class 15 contains 1506 members Mstep: Class 16 contains 635 members Mstep: Class 17 contains 3467 members Mstep: Class 18 contains 862 members Mstep: Class 19 contains 5019 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2483 members Mstep: Class 23 contains 2606 members Mstep: Class 24 contains 2655 members Mstep: Class 25 contains 3300 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4121 members Mstep: Class 28 contains 952 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231431.750000 Penalty: 10538.327148 Iteration 68Q: 30 clusters Score -1231432 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 358 members Mstep: Class 3 contains 5482 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 872 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 595 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1443 members Mstep: Class 11 contains 918 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 1104 members Mstep: Class 14 contains 840 members Mstep: Class 15 contains 1507 members Mstep: Class 16 contains 636 members Mstep: Class 17 contains 3468 members Mstep: Class 18 contains 862 members Mstep: Class 19 contains 5017 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2600 members Mstep: Class 24 contains 2658 members Mstep: Class 25 contains 3310 members Mstep: Class 26 contains 2783 members Mstep: Class 27 contains 4122 members Mstep: Class 28 contains 983 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231489.875000 Penalty: 10538.327148 Iteration 69Q: 30 clusters Score -1231490 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 5477 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 873 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 218 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 601 members Mstep: Class 13 contains 1084 members Mstep: Class 14 contains 840 members Mstep: Class 15 contains 1508 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3467 members Mstep: Class 18 contains 864 members Mstep: Class 19 contains 5012 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2591 members Mstep: Class 24 contains 2658 members Mstep: Class 25 contains 3312 members Mstep: Class 26 contains 2784 members Mstep: Class 27 contains 4123 members Mstep: Class 28 contains 1018 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231561.875000 Penalty: 10538.327148 Iteration 70Q: 30 clusters Score -1231562 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 361 members Mstep: Class 3 contains 5475 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 875 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 219 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 919 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 1058 members Mstep: Class 14 contains 839 members Mstep: Class 15 contains 1508 members Mstep: Class 16 contains 631 members Mstep: Class 17 contains 3468 members Mstep: Class 18 contains 865 members Mstep: Class 19 contains 5009 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2579 members Mstep: Class 24 contains 2655 members Mstep: Class 25 contains 3316 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4123 members Mstep: Class 28 contains 1047 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231657.375000 Penalty: 10538.327148 Iteration 71Q: 30 clusters Score -1231657 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 363 members Mstep: Class 3 contains 5478 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 875 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 219 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1465 members Mstep: Class 11 contains 919 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 1055 members Mstep: Class 14 contains 838 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3469 members Mstep: Class 18 contains 865 members Mstep: Class 19 contains 5001 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 2556 members Mstep: Class 24 contains 2655 members Mstep: Class 25 contains 3317 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4124 members Mstep: Class 28 contains 1071 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231722.625000 Penalty: 10538.327148 Iteration 72Q: 30 clusters Score -1231723 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 364 members Mstep: Class 3 contains 5481 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 876 members Mstep: Class 6 contains 10036 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 219 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1471 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 1065 members Mstep: Class 14 contains 837 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 634 members Mstep: Class 17 contains 3471 members Mstep: Class 18 contains 865 members Mstep: Class 19 contains 4980 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2531 members Mstep: Class 24 contains 2655 members Mstep: Class 25 contains 3319 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1094 members Mstep: Class 29 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -1231762.125000 Penalty: 10538.327148 Iteration 73Q: 30 clusters Score -1231762 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 5484 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 874 members Mstep: Class 6 contains 10036 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 590 members Mstep: Class 13 contains 1077 members Mstep: Class 14 contains 837 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 634 members Mstep: Class 17 contains 3471 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4962 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2508 members Mstep: Class 24 contains 2654 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4128 members Mstep: Class 28 contains 1118 members Mstep: Class 29 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -1231784.000000 Penalty: 10538.327148 Iteration 74Q: 30 clusters Score -1231784 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 5486 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 873 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 909 members Mstep: Class 12 contains 590 members Mstep: Class 13 contains 1089 members Mstep: Class 14 contains 836 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 630 members Mstep: Class 17 contains 3473 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 4945 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2494 members Mstep: Class 24 contains 2651 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 1142 members Mstep: Class 29 contains 229 members Entering Unmasked Estep ConsiderDeletion Score: -1231796.375000 Penalty: 10538.327148 Iteration 75Q: 30 clusters Score -1231796 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 5487 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 10037 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1093 members Mstep: Class 14 contains 836 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 629 members Mstep: Class 17 contains 3474 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 4936 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 2648 members Mstep: Class 25 contains 3322 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 1159 members Mstep: Class 29 contains 227 members Entering Unmasked Estep ConsiderDeletion Score: -1231805.125000 Penalty: 10538.327148 Iteration 76Q: 30 clusters Score -1231805 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 5487 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 10038 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 907 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1093 members Mstep: Class 14 contains 836 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 630 members Mstep: Class 17 contains 3478 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 4922 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2485 members Mstep: Class 24 contains 2649 members Mstep: Class 25 contains 3323 members Mstep: Class 26 contains 2781 members Mstep: Class 27 contains 4130 members Mstep: Class 28 contains 1170 members Mstep: Class 29 contains 225 members Entering Unmasked Estep ConsiderDeletion Score: -1231812.750000 Penalty: 10538.327148 Iteration 77Q: 30 clusters Score -1231813 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 5485 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 10038 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 908 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 633 members Mstep: Class 17 contains 3483 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4906 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3324 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4127 members Mstep: Class 28 contains 1183 members Mstep: Class 29 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -1231821.375000 Penalty: 10538.327148 Iteration 78Q: 30 clusters Score -1231821 nChanged 27 Entering ConstructFrom: Score: -1231821.375000 Penalty: 10538.327148 Entering ConstructFrom: Trying to split cluster 1 (5844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Entering Unmasked Estep Score: -141482.093750 Penalty: 286.214630 Iteration 0F: 2 clusters Score -141482.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -137609.171875 Penalty: 572.429260 Iteration 0F: 3 clusters Score -137609.2 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -139435.484375 Penalty: 572.429260 Iteration 1F: 3 clusters Score -139435.5 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -139795.406250 Penalty: 572.429260 Iteration 2F: 3 clusters Score -139795.4 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -140228.531250 Penalty: 572.429260 Iteration 3F: 3 clusters Score -140228.5 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -140659.750000 Penalty: 572.429260 Iteration 4F: 3 clusters Score -140659.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -140936.906250 Penalty: 572.429260 Iteration 5Q: 3 clusters Score -140936.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -141093.468750 Penalty: 572.429260 Iteration 6Q: 3 clusters Score -141093.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -141178.437500 Penalty: 572.429260 Iteration 7Q: 3 clusters Score -141178.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -141219.921875 Penalty: 572.429260 Iteration 8Q: 3 clusters Score -141219.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -141246.187500 Penalty: 572.429260 Iteration 9Q: 3 clusters Score -141246.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -141263.859375 Penalty: 572.429260 Iteration 10Q: 3 clusters Score -141263.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -141273.109375 Penalty: 572.429260 Iteration 11Q: 3 clusters Score -141273.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -141276.796875 Penalty: 572.429260 Iteration 12Q: 3 clusters Score -141276.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -141281.890625 Penalty: 572.429260 Iteration 13Q: 3 clusters Score -141281.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -141286.406250 Penalty: 572.429260 Iteration 14Q: 3 clusters Score -141286.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -141288.562500 Penalty: 572.429260 Iteration 15Q: 3 clusters Score -141288.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -141288.562500 Penalty: 572.429260 Iteration 16F: 3 clusters Score -141288.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Entering Unmasked Estep Score: -7474.090820 Penalty: 194.876938 Iteration 0F: 2 clusters Score -7474.091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -7132.695312 Penalty: 389.753876 Iteration 0F: 3 clusters Score -7132.695 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -7221.750488 Penalty: 389.753876 Iteration 1F: 3 clusters Score -7221.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -7261.098633 Penalty: 389.753876 Iteration 2F: 3 clusters Score -7261.099 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -7281.678223 Penalty: 389.753876 Iteration 3F: 3 clusters Score -7281.678 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -7301.541992 Penalty: 389.753876 Iteration 4Q: 3 clusters Score -7301.542 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -7318.744141 Penalty: 389.753876 Iteration 5Q: 3 clusters Score -7318.744 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7328.137207 Penalty: 389.753876 Iteration 6Q: 3 clusters Score -7328.137 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -7332.340820 Penalty: 389.753876 Iteration 7Q: 3 clusters Score -7332.341 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -7336.077148 Penalty: 389.753876 Iteration 8Q: 3 clusters Score -7336.077 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -7343.336914 Penalty: 389.753876 Iteration 9Q: 3 clusters Score -7343.337 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7346.372559 Penalty: 389.753876 Iteration 10Q: 3 clusters Score -7346.373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7347.463867 Penalty: 389.753876 Iteration 11Q: 3 clusters Score -7347.464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7347.463867 Penalty: 389.753876 Iteration 12F: 3 clusters Score -7347.464 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Entering Unmasked Estep Score: -111760.648438 Penalty: 284.134521 Iteration 0F: 2 clusters Score -111760.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -108163.562500 Penalty: 568.269043 Iteration 0F: 3 clusters Score -108163.6 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -109909.164062 Penalty: 568.269043 Iteration 1F: 3 clusters Score -109909.2 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -110220.640625 Penalty: 568.269043 Iteration 2F: 3 clusters Score -110220.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -110468.265625 Penalty: 568.269043 Iteration 3F: 3 clusters Score -110468.3 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -110662.570312 Penalty: 568.269043 Iteration 4F: 3 clusters Score -110662.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -110880.414062 Penalty: 568.269043 Iteration 5Q: 3 clusters Score -110880.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -111161.179688 Penalty: 568.269043 Iteration 6Q: 3 clusters Score -111161.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -111382.203125 Penalty: 568.269043 Iteration 7Q: 3 clusters Score -111382.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -111597.148438 Penalty: 568.269043 Iteration 8Q: 3 clusters Score -111597.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -111744.625000 Penalty: 568.269043 Iteration 9Q: 3 clusters Score -111744.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -111780.304688 Penalty: 568.269043 Iteration 10Q: 3 clusters Score -111780.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -111790.656250 Penalty: 568.269043 Iteration 11Q: 3 clusters Score -111790.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -111796.906250 Penalty: 568.269043 Iteration 12Q: 3 clusters Score -111796.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -111802.414062 Penalty: 568.269043 Iteration 13Q: 3 clusters Score -111802.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -111808.593750 Penalty: 568.269043 Iteration 14Q: 3 clusters Score -111808.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -111815.296875 Penalty: 568.269043 Iteration 15Q: 3 clusters Score -111815.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -111822.195312 Penalty: 568.269043 Iteration 16Q: 3 clusters Score -111822.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -111830.460938 Penalty: 568.269043 Iteration 17Q: 3 clusters Score -111830.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -111843.453125 Penalty: 568.269043 Iteration 18Q: 3 clusters Score -111843.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -111857.468750 Penalty: 568.269043 Iteration 19Q: 3 clusters Score -111857.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -111877.382812 Penalty: 568.269043 Iteration 20F: 3 clusters Score -111877.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -111899.867188 Penalty: 568.269043 Iteration 21Q: 3 clusters Score -111899.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -111925.234375 Penalty: 568.269043 Iteration 22Q: 3 clusters Score -111925.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -111962.453125 Penalty: 568.269043 Iteration 23Q: 3 clusters Score -111962.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -112010.585938 Penalty: 568.269043 Iteration 24Q: 3 clusters Score -112010.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -112077.476562 Penalty: 568.269043 Iteration 25Q: 3 clusters Score -112077.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -112213.109375 Penalty: 568.269043 Iteration 26Q: 3 clusters Score -112213.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -112529.617188 Penalty: 568.269043 Iteration 27Q: 3 clusters Score -112529.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -113129.710938 Penalty: 568.269043 Iteration 28Q: 3 clusters Score -113129.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -113799.015625 Penalty: 568.269043 Iteration 29Q: 3 clusters Score -113799 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -113917.195312 Penalty: 568.269043 Iteration 30Q: 3 clusters Score -113917.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -113917.195312 Penalty: 568.269043 Iteration 31F: 3 clusters Score -113917.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 10039 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Entering Unmasked Estep Score: -1233900.125000 Penalty: 10901.717773 Splitting cluster 3 changes total score from -1231821.375000 to -1233900.125000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 4 (764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Entering Unmasked Estep Score: -17541.275391 Penalty: 219.072739 Iteration 0F: 2 clusters Score -17541.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -16939.269531 Penalty: 438.145477 Iteration 0F: 3 clusters Score -16939.27 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -17125.386719 Penalty: 438.145477 Iteration 1F: 3 clusters Score -17125.39 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -17194.734375 Penalty: 438.145477 Iteration 2F: 3 clusters Score -17194.73 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -17253.466797 Penalty: 438.145477 Iteration 3F: 3 clusters Score -17253.47 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -17292.451172 Penalty: 438.145477 Iteration 4F: 3 clusters Score -17292.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -17315.431641 Penalty: 438.145477 Iteration 5Q: 3 clusters Score -17315.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17337.855469 Penalty: 438.145477 Iteration 6Q: 3 clusters Score -17337.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -17351.062500 Penalty: 438.145477 Iteration 7Q: 3 clusters Score -17351.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -17365.427734 Penalty: 438.145477 Iteration 8Q: 3 clusters Score -17365.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -17380.160156 Penalty: 438.145477 Iteration 9Q: 3 clusters Score -17380.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -17387.318359 Penalty: 438.145477 Iteration 10Q: 3 clusters Score -17387.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -17389.291016 Penalty: 438.145477 Iteration 11Q: 3 clusters Score -17389.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -17393.085938 Penalty: 438.145477 Iteration 12Q: 3 clusters Score -17393.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -17402.705078 Penalty: 438.145477 Iteration 13Q: 3 clusters Score -17402.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -17426.443359 Penalty: 438.145477 Iteration 14Q: 3 clusters Score -17426.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -17455.197266 Penalty: 438.145477 Iteration 15Q: 3 clusters Score -17455.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -17487.876953 Penalty: 438.145477 Iteration 16Q: 3 clusters Score -17487.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -17504.593750 Penalty: 438.145477 Iteration 17Q: 3 clusters Score -17504.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -17508.236328 Penalty: 438.145477 Iteration 18Q: 3 clusters Score -17508.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17510.177734 Penalty: 438.145477 Iteration 19Q: 3 clusters Score -17510.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -17511.417969 Penalty: 438.145477 Iteration 20F: 3 clusters Score -17511.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -17513.345703 Penalty: 438.145477 Iteration 21Q: 3 clusters Score -17513.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -17516.275391 Penalty: 438.145477 Iteration 22Q: 3 clusters Score -17516.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -17518.628906 Penalty: 438.145477 Iteration 23Q: 3 clusters Score -17518.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -17522.001953 Penalty: 438.145477 Iteration 24Q: 3 clusters Score -17522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -17527.406250 Penalty: 438.145477 Iteration 25Q: 3 clusters Score -17527.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -17534.527344 Penalty: 438.145477 Iteration 26Q: 3 clusters Score -17534.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -17540.046875 Penalty: 438.145477 Iteration 27Q: 3 clusters Score -17540.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -17542.119141 Penalty: 438.145477 Iteration 28Q: 3 clusters Score -17542.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -17542.685547 Penalty: 438.145477 Iteration 29Q: 3 clusters Score -17542.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -17543.382812 Penalty: 438.145477 Iteration 30Q: 3 clusters Score -17543.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -17544.111328 Penalty: 438.145477 Iteration 31Q: 3 clusters Score -17544.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -17544.328125 Penalty: 438.145477 Iteration 32Q: 3 clusters Score -17544.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -17544.328125 Penalty: 438.145477 Iteration 33F: 3 clusters Score -17544.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 10039 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Entering Unmasked Estep Score: -1233758.875000 Penalty: 11265.108398 Splitting cluster 4 changes total score from -1231821.375000 to -1233758.875000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 5 (871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Entering Unmasked Estep Score: -18845.710938 Penalty: 223.398178 Iteration 0F: 2 clusters Score -18845.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -18185.718750 Penalty: 446.796356 Iteration 0F: 3 clusters Score -18185.72 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -18398.173828 Penalty: 446.796356 Iteration 1F: 3 clusters Score -18398.17 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -18436.703125 Penalty: 446.796356 Iteration 2F: 3 clusters Score -18436.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -18457.236328 Penalty: 446.796356 Iteration 3Q: 3 clusters Score -18457.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -18472.054688 Penalty: 446.796356 Iteration 4Q: 3 clusters Score -18472.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -18486.121094 Penalty: 446.796356 Iteration 5Q: 3 clusters Score -18486.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -18494.953125 Penalty: 446.796356 Iteration 6Q: 3 clusters Score -18494.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -18506.855469 Penalty: 446.796356 Iteration 7Q: 3 clusters Score -18506.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -18519.003906 Penalty: 446.796356 Iteration 8Q: 3 clusters Score -18519 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -18528.160156 Penalty: 446.796356 Iteration 9Q: 3 clusters Score -18528.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -18538.410156 Penalty: 446.796356 Iteration 10Q: 3 clusters Score -18538.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -18553.462891 Penalty: 446.796356 Iteration 11Q: 3 clusters Score -18553.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18564.669922 Penalty: 446.796356 Iteration 12Q: 3 clusters Score -18564.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18570.748047 Penalty: 446.796356 Iteration 13Q: 3 clusters Score -18570.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -18576.990234 Penalty: 446.796356 Iteration 14Q: 3 clusters Score -18576.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -18586.855469 Penalty: 446.796356 Iteration 15Q: 3 clusters Score -18586.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18599.707031 Penalty: 446.796356 Iteration 16Q: 3 clusters Score -18599.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -18640.376953 Penalty: 446.796356 Iteration 17Q: 3 clusters Score -18640.38 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -18691.554688 Penalty: 446.796356 Iteration 18Q: 3 clusters Score -18691.55 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18726.638672 Penalty: 446.796356 Iteration 19Q: 3 clusters Score -18726.64 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18750.933594 Penalty: 446.796356 Iteration 20F: 3 clusters Score -18750.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -18763.458984 Penalty: 446.796356 Iteration 21Q: 3 clusters Score -18763.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -18770.429688 Penalty: 446.796356 Iteration 22Q: 3 clusters Score -18770.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -18777.800781 Penalty: 446.796356 Iteration 23Q: 3 clusters Score -18777.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -18788.544922 Penalty: 446.796356 Iteration 24Q: 3 clusters Score -18788.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -18803.304688 Penalty: 446.796356 Iteration 25Q: 3 clusters Score -18803.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -18815.457031 Penalty: 446.796356 Iteration 26Q: 3 clusters Score -18815.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -18827.675781 Penalty: 446.796356 Iteration 27Q: 3 clusters Score -18827.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -18832.968750 Penalty: 446.796356 Iteration 28Q: 3 clusters Score -18832.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -18834.353516 Penalty: 446.796356 Iteration 29Q: 3 clusters Score -18834.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -18835.863281 Penalty: 446.796356 Iteration 30Q: 3 clusters Score -18835.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -18836.189453 Penalty: 446.796356 Iteration 31Q: 3 clusters Score -18836.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -18836.279297 Penalty: 446.796356 Iteration 32Q: 3 clusters Score -18836.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -18836.339844 Penalty: 446.796356 Iteration 33Q: 3 clusters Score -18836.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -18836.439453 Penalty: 446.796356 Iteration 34F: 3 clusters Score -18836.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -18837.144531 Penalty: 446.796356 Iteration 35Q: 3 clusters Score -18837.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -18837.253906 Penalty: 446.796356 Iteration 36Q: 3 clusters Score -18837.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -18837.253906 Penalty: 446.796356 Iteration 37F: 3 clusters Score -18837.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Entering Unmasked Estep Score: -235310.765625 Penalty: 304.069672 Iteration 0F: 2 clusters Score -235310.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -228644.984375 Penalty: 608.139343 Iteration 0F: 3 clusters Score -228645 nChanged 4769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -231594.078125 Penalty: 608.139343 Iteration 1F: 3 clusters Score -231594.1 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -232052.968750 Penalty: 608.139343 Iteration 2F: 3 clusters Score -232053 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -232713.781250 Penalty: 608.139343 Iteration 3F: 3 clusters Score -232713.8 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -233616.734375 Penalty: 608.139343 Iteration 4F: 3 clusters Score -233616.7 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -234716.343750 Penalty: 608.139343 Iteration 5F: 3 clusters Score -234716.3 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -235714.593750 Penalty: 608.139343 Iteration 6F: 3 clusters Score -235714.6 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -236441.046875 Penalty: 608.139343 Iteration 7F: 3 clusters Score -236441 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -236875.640625 Penalty: 608.139343 Iteration 8Q: 3 clusters Score -236875.6 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -237152.187500 Penalty: 608.139343 Iteration 9Q: 3 clusters Score -237152.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -237358.437500 Penalty: 608.139343 Iteration 10Q: 3 clusters Score -237358.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -237509.765625 Penalty: 608.139343 Iteration 11Q: 3 clusters Score -237509.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -237635.906250 Penalty: 608.139343 Iteration 12Q: 3 clusters Score -237635.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -237713.843750 Penalty: 608.139343 Iteration 13Q: 3 clusters Score -237713.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -237748.187500 Penalty: 608.139343 Iteration 14Q: 3 clusters Score -237748.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -237762.812500 Penalty: 608.139343 Iteration 15Q: 3 clusters Score -237762.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -237766.562500 Penalty: 608.139343 Iteration 16Q: 3 clusters Score -237766.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -237769.187500 Penalty: 608.139343 Iteration 17Q: 3 clusters Score -237769.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -237770.843750 Penalty: 608.139343 Iteration 18Q: 3 clusters Score -237770.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -237772.468750 Penalty: 608.139343 Iteration 19Q: 3 clusters Score -237772.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -237772.765625 Penalty: 608.139343 Iteration 20F: 3 clusters Score -237772.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -237772.937500 Penalty: 608.139343 Iteration 21Q: 3 clusters Score -237772.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -237773.093750 Penalty: 608.139343 Iteration 22Q: 3 clusters Score -237773.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -237772.859375 Penalty: 608.139343 Iteration 23Q: 3 clusters Score -237772.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -237774.156250 Penalty: 608.139343 Iteration 24Q: 3 clusters Score -237774.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -237775.140625 Penalty: 608.139343 Iteration 25Q: 3 clusters Score -237775.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -237775.031250 Penalty: 608.139343 Iteration 26Q: 3 clusters Score -237775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -237775.265625 Penalty: 608.139343 Iteration 27Q: 3 clusters Score -237775.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -237775.687500 Penalty: 608.139343 Iteration 28Q: 3 clusters Score -237775.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -237775.656250 Penalty: 608.139343 Iteration 29Q: 3 clusters Score -237775.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -237776.312500 Penalty: 608.139343 Iteration 30Q: 3 clusters Score -237776.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -237777.140625 Penalty: 608.139343 Iteration 31Q: 3 clusters Score -237777.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -237777.187500 Penalty: 608.139343 Iteration 32Q: 3 clusters Score -237777.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -237777.828125 Penalty: 608.139343 Iteration 33Q: 3 clusters Score -237777.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -237778.828125 Penalty: 608.139343 Iteration 34Q: 3 clusters Score -237778.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -237778.578125 Penalty: 608.139343 Iteration 35Q: 3 clusters Score -237778.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -237779.328125 Penalty: 608.139343 Iteration 36Q: 3 clusters Score -237779.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -237779.468750 Penalty: 608.139343 Iteration 37Q: 3 clusters Score -237779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -237779.468750 Penalty: 608.139343 Iteration 38F: 3 clusters Score -237779.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Entering Unmasked Estep Score: -1236169.125000 Penalty: 11628.499023 Splitting cluster 6 changes total score from -1231821.375000 to -1236169.125000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 7 (592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Entering Unmasked Estep Score: -13888.510742 Penalty: 210.655731 Iteration 0F: 2 clusters Score -13888.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13404.415039 Penalty: 421.311462 Iteration 0F: 3 clusters Score -13404.42 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -13607.687500 Penalty: 421.311462 Iteration 1F: 3 clusters Score -13607.69 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -13665.325195 Penalty: 421.311462 Iteration 2F: 3 clusters Score -13665.33 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -13693.916016 Penalty: 421.311462 Iteration 3F: 3 clusters Score -13693.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -13712.125977 Penalty: 421.311462 Iteration 4Q: 3 clusters Score -13712.13 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -13723.905273 Penalty: 421.311462 Iteration 5Q: 3 clusters Score -13723.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -13732.627930 Penalty: 421.311462 Iteration 6Q: 3 clusters Score -13732.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -13740.133789 Penalty: 421.311462 Iteration 7Q: 3 clusters Score -13740.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -13748.446289 Penalty: 421.311462 Iteration 8Q: 3 clusters Score -13748.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -13756.415039 Penalty: 421.311462 Iteration 9Q: 3 clusters Score -13756.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -13764.060547 Penalty: 421.311462 Iteration 10Q: 3 clusters Score -13764.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -13771.696289 Penalty: 421.311462 Iteration 11Q: 3 clusters Score -13771.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -13784.914062 Penalty: 421.311462 Iteration 12Q: 3 clusters Score -13784.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -13791.486328 Penalty: 421.311462 Iteration 13Q: 3 clusters Score -13791.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -13796.768555 Penalty: 421.311462 Iteration 14Q: 3 clusters Score -13796.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -13799.467773 Penalty: 421.311462 Iteration 15Q: 3 clusters Score -13799.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -13803.179688 Penalty: 421.311462 Iteration 16Q: 3 clusters Score -13803.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -13805.000000 Penalty: 421.311462 Iteration 17Q: 3 clusters Score -13805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -13806.362305 Penalty: 421.311462 Iteration 18Q: 3 clusters Score -13806.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -13806.994141 Penalty: 421.311462 Iteration 19Q: 3 clusters Score -13806.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -13809.692383 Penalty: 421.311462 Iteration 20F: 3 clusters Score -13809.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -13812.945312 Penalty: 421.311462 Iteration 21Q: 3 clusters Score -13812.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -13815.257812 Penalty: 421.311462 Iteration 22Q: 3 clusters Score -13815.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -13820.520508 Penalty: 421.311462 Iteration 23Q: 3 clusters Score -13820.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -13826.192383 Penalty: 421.311462 Iteration 24Q: 3 clusters Score -13826.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -13829.303711 Penalty: 421.311462 Iteration 25Q: 3 clusters Score -13829.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -13831.906250 Penalty: 421.311462 Iteration 26Q: 3 clusters Score -13831.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -13837.558594 Penalty: 421.311462 Iteration 27Q: 3 clusters Score -13837.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -13843.580078 Penalty: 421.311462 Iteration 28Q: 3 clusters Score -13843.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -13847.519531 Penalty: 421.311462 Iteration 29Q: 3 clusters Score -13847.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -13850.151367 Penalty: 421.311462 Iteration 30Q: 3 clusters Score -13850.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -13852.069336 Penalty: 421.311462 Iteration 31Q: 3 clusters Score -13852.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -13855.816406 Penalty: 421.311462 Iteration 32Q: 3 clusters Score -13855.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -13856.192383 Penalty: 421.311462 Iteration 33Q: 3 clusters Score -13856.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -13856.192383 Penalty: 421.311462 Iteration 34F: 3 clusters Score -13856.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -3967.025391 Penalty: 177.989716 Iteration 0F: 2 clusters Score -3967.025 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -3716.442871 Penalty: 355.979431 Iteration 0F: 3 clusters Score -3716.443 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -3772.157715 Penalty: 355.979431 Iteration 1F: 3 clusters Score -3772.158 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3792.927246 Penalty: 355.979431 Iteration 2F: 3 clusters Score -3792.927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -3801.036621 Penalty: 355.979431 Iteration 3Q: 3 clusters Score -3801.037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -3803.391357 Penalty: 355.979431 Iteration 4Q: 3 clusters Score -3803.391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -3806.363281 Penalty: 355.979431 Iteration 5Q: 3 clusters Score -3806.363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3806.872314 Penalty: 355.979431 Iteration 6Q: 3 clusters Score -3806.872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3806.872314 Penalty: 355.979431 Iteration 7F: 3 clusters Score -3806.872 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (81 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Entering Unmasked Estep Score: -1621.809692 Penalty: 145.016830 Iteration 0F: 2 clusters Score -1621.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1473.891846 Penalty: 290.033661 Iteration 0F: 3 clusters Score -1473.892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1507.993774 Penalty: 290.033661 Iteration 1F: 3 clusters Score -1507.994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1518.998169 Penalty: 290.033661 Iteration 2Q: 3 clusters Score -1518.998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1518.998169 Penalty: 290.033661 Iteration 3F: 3 clusters Score -1518.998 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Entering Unmasked Estep Score: -24999.917969 Penalty: 240.714447 Iteration 0F: 2 clusters Score -24999.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -23963.349609 Penalty: 481.428894 Iteration 0F: 3 clusters Score -23963.35 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -24462.679688 Penalty: 481.428894 Iteration 1F: 3 clusters Score -24462.68 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -24569.386719 Penalty: 481.428894 Iteration 2F: 3 clusters Score -24569.39 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -24638.136719 Penalty: 481.428894 Iteration 3F: 3 clusters Score -24638.14 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -24684.632812 Penalty: 481.428894 Iteration 4Q: 3 clusters Score -24684.63 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -24710.207031 Penalty: 481.428894 Iteration 5Q: 3 clusters Score -24710.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -24726.710938 Penalty: 481.428894 Iteration 6Q: 3 clusters Score -24726.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -24745.482422 Penalty: 481.428894 Iteration 7Q: 3 clusters Score -24745.48 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -24767.814453 Penalty: 481.428894 Iteration 8Q: 3 clusters Score -24767.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -24789.050781 Penalty: 481.428894 Iteration 9Q: 3 clusters Score -24789.05 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24802.142578 Penalty: 481.428894 Iteration 10Q: 3 clusters Score -24802.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -24821.101562 Penalty: 481.428894 Iteration 11Q: 3 clusters Score -24821.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -24838.550781 Penalty: 481.428894 Iteration 12Q: 3 clusters Score -24838.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -24849.812500 Penalty: 481.428894 Iteration 13Q: 3 clusters Score -24849.81 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24861.451172 Penalty: 481.428894 Iteration 14Q: 3 clusters Score -24861.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24872.785156 Penalty: 481.428894 Iteration 15Q: 3 clusters Score -24872.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -24882.828125 Penalty: 481.428894 Iteration 16Q: 3 clusters Score -24882.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -24888.847656 Penalty: 481.428894 Iteration 17Q: 3 clusters Score -24888.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24891.496094 Penalty: 481.428894 Iteration 18Q: 3 clusters Score -24891.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -24895.212891 Penalty: 481.428894 Iteration 19Q: 3 clusters Score -24895.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -24900.947266 Penalty: 481.428894 Iteration 20F: 3 clusters Score -24900.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24905.757812 Penalty: 481.428894 Iteration 21Q: 3 clusters Score -24905.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -24907.076172 Penalty: 481.428894 Iteration 22Q: 3 clusters Score -24907.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -24908.216797 Penalty: 481.428894 Iteration 23Q: 3 clusters Score -24908.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -24908.625000 Penalty: 481.428894 Iteration 24Q: 3 clusters Score -24908.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -24908.625000 Penalty: 481.428894 Iteration 25F: 3 clusters Score -24908.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Entering Unmasked Estep Score: -21284.132812 Penalty: 224.843674 Iteration 0F: 2 clusters Score -21284.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -20608.587891 Penalty: 449.687347 Iteration 0F: 3 clusters Score -20608.59 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20887.482422 Penalty: 449.687347 Iteration 1F: 3 clusters Score -20887.48 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -20961.705078 Penalty: 449.687347 Iteration 2F: 3 clusters Score -20961.71 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -21009.105469 Penalty: 449.687347 Iteration 3F: 3 clusters Score -21009.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -21046.714844 Penalty: 449.687347 Iteration 4Q: 3 clusters Score -21046.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21061.916016 Penalty: 449.687347 Iteration 5Q: 3 clusters Score -21061.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -21068.611328 Penalty: 449.687347 Iteration 6Q: 3 clusters Score -21068.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -21074.937500 Penalty: 449.687347 Iteration 7Q: 3 clusters Score -21074.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -21082.818359 Penalty: 449.687347 Iteration 8Q: 3 clusters Score -21082.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21085.722656 Penalty: 449.687347 Iteration 9Q: 3 clusters Score -21085.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -21087.962891 Penalty: 449.687347 Iteration 10Q: 3 clusters Score -21087.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -21089.767578 Penalty: 449.687347 Iteration 11Q: 3 clusters Score -21089.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -21090.853516 Penalty: 449.687347 Iteration 12Q: 3 clusters Score -21090.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -21092.806641 Penalty: 449.687347 Iteration 13Q: 3 clusters Score -21092.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -21094.406250 Penalty: 449.687347 Iteration 14Q: 3 clusters Score -21094.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21096.529297 Penalty: 449.687347 Iteration 15Q: 3 clusters Score -21096.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -21097.369141 Penalty: 449.687347 Iteration 16Q: 3 clusters Score -21097.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -21098.152344 Penalty: 449.687347 Iteration 17Q: 3 clusters Score -21098.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -21099.542969 Penalty: 449.687347 Iteration 18Q: 3 clusters Score -21099.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -21100.861328 Penalty: 449.687347 Iteration 19Q: 3 clusters Score -21100.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -21101.753906 Penalty: 449.687347 Iteration 20F: 3 clusters Score -21101.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -21102.958984 Penalty: 449.687347 Iteration 21Q: 3 clusters Score -21102.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -21105.349609 Penalty: 449.687347 Iteration 22Q: 3 clusters Score -21105.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -21109.998047 Penalty: 449.687347 Iteration 23Q: 3 clusters Score -21110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -21111.068359 Penalty: 449.687347 Iteration 24Q: 3 clusters Score -21111.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -21111.650391 Penalty: 449.687347 Iteration 25Q: 3 clusters Score -21111.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -21112.000000 Penalty: 449.687347 Iteration 26Q: 3 clusters Score -21112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -21112.000000 Penalty: 449.687347 Iteration 27F: 3 clusters Score -21112 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -14465.942383 Penalty: 210.488068 Iteration 0F: 2 clusters Score -14465.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13985.938477 Penalty: 420.976135 Iteration 0F: 3 clusters Score -13985.94 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14124.458984 Penalty: 420.976135 Iteration 1F: 3 clusters Score -14124.46 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -14179.162109 Penalty: 420.976135 Iteration 2F: 3 clusters Score -14179.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -14231.084961 Penalty: 420.976135 Iteration 3F: 3 clusters Score -14231.08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -14289.694336 Penalty: 420.976135 Iteration 4F: 3 clusters Score -14289.69 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14351.030273 Penalty: 420.976135 Iteration 5F: 3 clusters Score -14351.03 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14402.418945 Penalty: 420.976135 Iteration 6F: 3 clusters Score -14402.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14424.902344 Penalty: 420.976135 Iteration 7Q: 3 clusters Score -14424.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14432.252930 Penalty: 420.976135 Iteration 8Q: 3 clusters Score -14432.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14432.558594 Penalty: 420.976135 Iteration 9Q: 3 clusters Score -14432.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14433.899414 Penalty: 420.976135 Iteration 10Q: 3 clusters Score -14433.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14435.071289 Penalty: 420.976135 Iteration 11Q: 3 clusters Score -14435.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14436.592773 Penalty: 420.976135 Iteration 12Q: 3 clusters Score -14436.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14443.662109 Penalty: 420.976135 Iteration 13Q: 3 clusters Score -14443.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14447.208984 Penalty: 420.976135 Iteration 14Q: 3 clusters Score -14447.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14451.528320 Penalty: 420.976135 Iteration 15Q: 3 clusters Score -14451.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14456.183594 Penalty: 420.976135 Iteration 16Q: 3 clusters Score -14456.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14457.108398 Penalty: 420.976135 Iteration 17Q: 3 clusters Score -14457.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -14457.963867 Penalty: 420.976135 Iteration 18Q: 3 clusters Score -14457.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -14459.449219 Penalty: 420.976135 Iteration 19Q: 3 clusters Score -14459.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -14459.449219 Penalty: 420.976135 Iteration 20F: 3 clusters Score -14459.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Entering Unmasked Estep Score: -24102.007812 Penalty: 230.920654 Iteration 0F: 2 clusters Score -24102.01 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 556 members Entering Unmasked Estep Score: -23282.828125 Penalty: 461.841309 Iteration 0F: 3 clusters Score -23282.83 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -23559.560547 Penalty: 461.841309 Iteration 1F: 3 clusters Score -23559.56 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -23616.134766 Penalty: 461.841309 Iteration 2F: 3 clusters Score -23616.13 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -23650.689453 Penalty: 461.841309 Iteration 3F: 3 clusters Score -23650.69 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -23673.371094 Penalty: 461.841309 Iteration 4Q: 3 clusters Score -23673.37 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -23694.962891 Penalty: 461.841309 Iteration 5Q: 3 clusters Score -23694.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -23728.269531 Penalty: 461.841309 Iteration 6Q: 3 clusters Score -23728.27 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -23771.917969 Penalty: 461.841309 Iteration 7Q: 3 clusters Score -23771.92 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -23823.708984 Penalty: 461.841309 Iteration 8Q: 3 clusters Score -23823.71 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -23879.855469 Penalty: 461.841309 Iteration 9Q: 3 clusters Score -23879.86 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -23951.843750 Penalty: 461.841309 Iteration 10Q: 3 clusters Score -23951.84 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -23998.484375 Penalty: 461.841309 Iteration 11Q: 3 clusters Score -23998.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -24041.994141 Penalty: 461.841309 Iteration 12Q: 3 clusters Score -24041.99 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -24086.212891 Penalty: 461.841309 Iteration 13Q: 3 clusters Score -24086.21 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -24129.240234 Penalty: 461.841309 Iteration 14Q: 3 clusters Score -24129.24 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -24150.302734 Penalty: 461.841309 Iteration 15Q: 3 clusters Score -24150.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -24167.582031 Penalty: 461.841309 Iteration 16Q: 3 clusters Score -24167.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -24179.105469 Penalty: 461.841309 Iteration 17Q: 3 clusters Score -24179.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -24193.720703 Penalty: 461.841309 Iteration 18Q: 3 clusters Score -24193.72 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -24204.335938 Penalty: 461.841309 Iteration 19Q: 3 clusters Score -24204.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -24211.425781 Penalty: 461.841309 Iteration 20F: 3 clusters Score -24211.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -24214.447266 Penalty: 461.841309 Iteration 21Q: 3 clusters Score -24214.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -24218.730469 Penalty: 461.841309 Iteration 22Q: 3 clusters Score -24218.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -24222.212891 Penalty: 461.841309 Iteration 23Q: 3 clusters Score -24222.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -24223.072266 Penalty: 461.841309 Iteration 24Q: 3 clusters Score -24223.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -24224.220703 Penalty: 461.841309 Iteration 25Q: 3 clusters Score -24224.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -24225.027344 Penalty: 461.841309 Iteration 26Q: 3 clusters Score -24225.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -24225.843750 Penalty: 461.841309 Iteration 27Q: 3 clusters Score -24225.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -24225.962891 Penalty: 461.841309 Iteration 28Q: 3 clusters Score -24225.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -24225.962891 Penalty: 461.841309 Iteration 29F: 3 clusters Score -24225.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Mstep: Class 33 contains 366 members Entering Unmasked Estep Score: -1236160.750000 Penalty: 11991.889648 Splitting cluster 13 changes total score from -1231821.375000 to -1236160.750000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 14 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -19132.193359 Penalty: 222.005249 Iteration 0F: 2 clusters Score -19132.19 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 422 members Entering Unmasked Estep Score: -18494.669922 Penalty: 444.010498 Iteration 0F: 3 clusters Score -18494.67 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -18686.818359 Penalty: 444.010498 Iteration 1F: 3 clusters Score -18686.82 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -18744.900391 Penalty: 444.010498 Iteration 2F: 3 clusters Score -18744.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -18781.494141 Penalty: 444.010498 Iteration 3F: 3 clusters Score -18781.49 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -18846.759766 Penalty: 444.010498 Iteration 4F: 3 clusters Score -18846.76 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -18879.703125 Penalty: 444.010498 Iteration 5F: 3 clusters Score -18879.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -18911.757812 Penalty: 444.010498 Iteration 6Q: 3 clusters Score -18911.76 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -18939.066406 Penalty: 444.010498 Iteration 7Q: 3 clusters Score -18939.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -18952.005859 Penalty: 444.010498 Iteration 8Q: 3 clusters Score -18952.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -18960.990234 Penalty: 444.010498 Iteration 9Q: 3 clusters Score -18960.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18970.083984 Penalty: 444.010498 Iteration 10Q: 3 clusters Score -18970.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18973.080078 Penalty: 444.010498 Iteration 11Q: 3 clusters Score -18973.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -18975.583984 Penalty: 444.010498 Iteration 12Q: 3 clusters Score -18975.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -18975.980469 Penalty: 444.010498 Iteration 13Q: 3 clusters Score -18975.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -18977.097656 Penalty: 444.010498 Iteration 14Q: 3 clusters Score -18977.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18978.412109 Penalty: 444.010498 Iteration 15Q: 3 clusters Score -18978.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -18978.902344 Penalty: 444.010498 Iteration 16Q: 3 clusters Score -18978.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18979.109375 Penalty: 444.010498 Iteration 17Q: 3 clusters Score -18979.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18979.109375 Penalty: 444.010498 Iteration 18F: 3 clusters Score -18979.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Entering Unmasked Estep Score: -39680.699219 Penalty: 241.533676 Iteration 0F: 2 clusters Score -39680.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -38603.011719 Penalty: 483.067352 Iteration 0F: 3 clusters Score -38603.01 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -38952.605469 Penalty: 483.067352 Iteration 1F: 3 clusters Score -38952.61 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -38999.160156 Penalty: 483.067352 Iteration 2F: 3 clusters Score -38999.16 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -39052.152344 Penalty: 483.067352 Iteration 3F: 3 clusters Score -39052.15 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -39098.695312 Penalty: 483.067352 Iteration 4Q: 3 clusters Score -39098.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -39160.648438 Penalty: 483.067352 Iteration 5F: 3 clusters Score -39160.65 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -39211.683594 Penalty: 483.067352 Iteration 6F: 3 clusters Score -39211.68 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -39254.636719 Penalty: 483.067352 Iteration 7Q: 3 clusters Score -39254.64 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -39329.371094 Penalty: 483.067352 Iteration 8Q: 3 clusters Score -39329.37 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -39425.632812 Penalty: 483.067352 Iteration 9Q: 3 clusters Score -39425.63 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39491.316406 Penalty: 483.067352 Iteration 10Q: 3 clusters Score -39491.32 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -39571.359375 Penalty: 483.067352 Iteration 11Q: 3 clusters Score -39571.36 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -39636.437500 Penalty: 483.067352 Iteration 12Q: 3 clusters Score -39636.44 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -39689.347656 Penalty: 483.067352 Iteration 13Q: 3 clusters Score -39689.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -39708.695312 Penalty: 483.067352 Iteration 14Q: 3 clusters Score -39708.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -39712.468750 Penalty: 483.067352 Iteration 15Q: 3 clusters Score -39712.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -39714.019531 Penalty: 483.067352 Iteration 16Q: 3 clusters Score -39714.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -39714.933594 Penalty: 483.067352 Iteration 17Q: 3 clusters Score -39714.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -39717.605469 Penalty: 483.067352 Iteration 18F: 3 clusters Score -39717.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -39717.914062 Penalty: 483.067352 Iteration 19Q: 3 clusters Score -39717.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -39717.914062 Penalty: 483.067352 Iteration 20F: 3 clusters Score -39717.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Mstep: Class 33 contains 366 members Mstep: Class 34 contains 880 members Entering Unmasked Estep Score: -1236073.750000 Penalty: 12355.280273 Splitting cluster 15 changes total score from -1231821.375000 to -1236073.750000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 16 (632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Entering Unmasked Estep Score: -9480.918945 Penalty: 212.813339 Iteration 0F: 2 clusters Score -9480.919 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -9024.969727 Penalty: 425.626678 Iteration 0F: 3 clusters Score -9024.97 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -9244.352539 Penalty: 425.626678 Iteration 1F: 3 clusters Score -9244.353 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -9311.099609 Penalty: 425.626678 Iteration 2F: 3 clusters Score -9311.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -9336.447266 Penalty: 425.626678 Iteration 3Q: 3 clusters Score -9336.447 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -9350.815430 Penalty: 425.626678 Iteration 4Q: 3 clusters Score -9350.815 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -9359.153320 Penalty: 425.626678 Iteration 5Q: 3 clusters Score -9359.153 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -9372.819336 Penalty: 425.626678 Iteration 6Q: 3 clusters Score -9372.819 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -9379.275391 Penalty: 425.626678 Iteration 7Q: 3 clusters Score -9379.275 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -9384.769531 Penalty: 425.626678 Iteration 8Q: 3 clusters Score -9384.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -9393.523438 Penalty: 425.626678 Iteration 9Q: 3 clusters Score -9393.523 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -9396.410156 Penalty: 425.626678 Iteration 10Q: 3 clusters Score -9396.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -9397.488281 Penalty: 425.626678 Iteration 11Q: 3 clusters Score -9397.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -9398.483398 Penalty: 425.626678 Iteration 12Q: 3 clusters Score -9398.483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -9399.579102 Penalty: 425.626678 Iteration 13Q: 3 clusters Score -9399.579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -9402.295898 Penalty: 425.626678 Iteration 14Q: 3 clusters Score -9402.296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -9403.789062 Penalty: 425.626678 Iteration 15Q: 3 clusters Score -9403.789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -9404.243164 Penalty: 425.626678 Iteration 16Q: 3 clusters Score -9404.243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -9404.243164 Penalty: 425.626678 Iteration 17F: 3 clusters Score -9404.243 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Entering Unmasked Estep Score: -85856.515625 Penalty: 269.155365 Iteration 0F: 2 clusters Score -85856.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -83511.070312 Penalty: 538.310730 Iteration 0F: 3 clusters Score -83511.07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -84383.765625 Penalty: 538.310730 Iteration 1F: 3 clusters Score -84383.77 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -84513.078125 Penalty: 538.310730 Iteration 2F: 3 clusters Score -84513.08 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -84628.265625 Penalty: 538.310730 Iteration 3F: 3 clusters Score -84628.27 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -84741.937500 Penalty: 538.310730 Iteration 4F: 3 clusters Score -84741.94 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -84904.171875 Penalty: 538.310730 Iteration 5Q: 3 clusters Score -84904.17 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -85037.531250 Penalty: 538.310730 Iteration 6Q: 3 clusters Score -85037.53 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -85126.882812 Penalty: 538.310730 Iteration 7Q: 3 clusters Score -85126.88 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -85176.250000 Penalty: 538.310730 Iteration 8Q: 3 clusters Score -85176.25 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -85199.562500 Penalty: 538.310730 Iteration 9Q: 3 clusters Score -85199.56 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -85215.632812 Penalty: 538.310730 Iteration 10Q: 3 clusters Score -85215.63 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -85232.476562 Penalty: 538.310730 Iteration 11Q: 3 clusters Score -85232.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -85243.710938 Penalty: 538.310730 Iteration 12Q: 3 clusters Score -85243.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -85252.945312 Penalty: 538.310730 Iteration 13Q: 3 clusters Score -85252.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -85259.132812 Penalty: 538.310730 Iteration 14Q: 3 clusters Score -85259.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -85266.617188 Penalty: 538.310730 Iteration 15Q: 3 clusters Score -85266.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -85273.851562 Penalty: 538.310730 Iteration 16Q: 3 clusters Score -85273.85 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -85284.304688 Penalty: 538.310730 Iteration 17Q: 3 clusters Score -85284.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -85294.539062 Penalty: 538.310730 Iteration 18Q: 3 clusters Score -85294.54 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -85308.210938 Penalty: 538.310730 Iteration 19Q: 3 clusters Score -85308.21 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -85321.789062 Penalty: 538.310730 Iteration 20F: 3 clusters Score -85321.79 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -85336.656250 Penalty: 538.310730 Iteration 21Q: 3 clusters Score -85336.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -85362.773438 Penalty: 538.310730 Iteration 22Q: 3 clusters Score -85362.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -85391.023438 Penalty: 538.310730 Iteration 23Q: 3 clusters Score -85391.02 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -85415.250000 Penalty: 538.310730 Iteration 24Q: 3 clusters Score -85415.25 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -85445.453125 Penalty: 538.310730 Iteration 25Q: 3 clusters Score -85445.45 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -85475.742188 Penalty: 538.310730 Iteration 26Q: 3 clusters Score -85475.74 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -85500.421875 Penalty: 538.310730 Iteration 27Q: 3 clusters Score -85500.42 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -85530.867188 Penalty: 538.310730 Iteration 28Q: 3 clusters Score -85530.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -85552.468750 Penalty: 538.310730 Iteration 29Q: 3 clusters Score -85552.47 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -85573.328125 Penalty: 538.310730 Iteration 30Q: 3 clusters Score -85573.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -85589.390625 Penalty: 538.310730 Iteration 31Q: 3 clusters Score -85589.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -85608.851562 Penalty: 538.310730 Iteration 32Q: 3 clusters Score -85608.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -85625.039062 Penalty: 538.310730 Iteration 33Q: 3 clusters Score -85625.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -85634.070312 Penalty: 538.310730 Iteration 34Q: 3 clusters Score -85634.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -85643.546875 Penalty: 538.310730 Iteration 35Q: 3 clusters Score -85643.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -85651.250000 Penalty: 538.310730 Iteration 36Q: 3 clusters Score -85651.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -85651.250000 Penalty: 538.310730 Iteration 37F: 3 clusters Score -85651.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Entering Unmasked Estep Score: -20295.146484 Penalty: 223.208206 Iteration 0F: 2 clusters Score -20295.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -19630.326172 Penalty: 446.416412 Iteration 0F: 3 clusters Score -19630.33 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -19868.869141 Penalty: 446.416412 Iteration 1F: 3 clusters Score -19868.87 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -19931.923828 Penalty: 446.416412 Iteration 2F: 3 clusters Score -19931.92 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -19972.714844 Penalty: 446.416412 Iteration 3F: 3 clusters Score -19972.71 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -19997.447266 Penalty: 446.416412 Iteration 4Q: 3 clusters Score -19997.45 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -20016.796875 Penalty: 446.416412 Iteration 5Q: 3 clusters Score -20016.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -20035.714844 Penalty: 446.416412 Iteration 6Q: 3 clusters Score -20035.71 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -20052.933594 Penalty: 446.416412 Iteration 7Q: 3 clusters Score -20052.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -20063.623047 Penalty: 446.416412 Iteration 8Q: 3 clusters Score -20063.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -20074.640625 Penalty: 446.416412 Iteration 9Q: 3 clusters Score -20074.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -20082.984375 Penalty: 446.416412 Iteration 10Q: 3 clusters Score -20082.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -20090.861328 Penalty: 446.416412 Iteration 11Q: 3 clusters Score -20090.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -20101.347656 Penalty: 446.416412 Iteration 12Q: 3 clusters Score -20101.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -20109.167969 Penalty: 446.416412 Iteration 13Q: 3 clusters Score -20109.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -20119.951172 Penalty: 446.416412 Iteration 14Q: 3 clusters Score -20119.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -20135.410156 Penalty: 446.416412 Iteration 15Q: 3 clusters Score -20135.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -20154.558594 Penalty: 446.416412 Iteration 16Q: 3 clusters Score -20154.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -20169.710938 Penalty: 446.416412 Iteration 17Q: 3 clusters Score -20169.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -20203.400391 Penalty: 446.416412 Iteration 18Q: 3 clusters Score -20203.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -20266.841797 Penalty: 446.416412 Iteration 19Q: 3 clusters Score -20266.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -20313.527344 Penalty: 446.416412 Iteration 20F: 3 clusters Score -20313.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -20334.007812 Penalty: 446.416412 Iteration 21Q: 3 clusters Score -20334.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -20345.105469 Penalty: 446.416412 Iteration 22Q: 3 clusters Score -20345.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -20354.832031 Penalty: 446.416412 Iteration 23Q: 3 clusters Score -20354.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -20359.210938 Penalty: 446.416412 Iteration 24Q: 3 clusters Score -20359.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20362.205078 Penalty: 446.416412 Iteration 25Q: 3 clusters Score -20362.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -20363.283203 Penalty: 446.416412 Iteration 26Q: 3 clusters Score -20363.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -20363.457031 Penalty: 446.416412 Iteration 27Q: 3 clusters Score -20363.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -20363.457031 Penalty: 446.416412 Iteration 28F: 3 clusters Score -20363.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 557 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 2485 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Mstep: Class 33 contains 366 members Mstep: Class 34 contains 880 members Mstep: Class 35 contains 309 members Entering Unmasked Estep Score: -1236001.500000 Penalty: 12718.670898 Splitting cluster 18 changes total score from -1231821.375000 to -1236001.500000 So it's getting split into cluster 35. Entering ConstructFrom: Trying to split cluster 19 (4893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Entering Unmasked Estep Score: -116153.710938 Penalty: 280.353516 Iteration 0F: 2 clusters Score -116153.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -112896.367188 Penalty: 560.707031 Iteration 0F: 3 clusters Score -112896.4 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -114221.625000 Penalty: 560.707031 Iteration 1F: 3 clusters Score -114221.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -114326.460938 Penalty: 560.707031 Iteration 2F: 3 clusters Score -114326.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -114461.890625 Penalty: 560.707031 Iteration 3F: 3 clusters Score -114461.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -114638.875000 Penalty: 560.707031 Iteration 4F: 3 clusters Score -114638.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -114865.476562 Penalty: 560.707031 Iteration 5F: 3 clusters Score -114865.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -115104.062500 Penalty: 560.707031 Iteration 6F: 3 clusters Score -115104.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -115326.218750 Penalty: 560.707031 Iteration 7Q: 3 clusters Score -115326.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -115458.304688 Penalty: 560.707031 Iteration 8Q: 3 clusters Score -115458.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -115529.843750 Penalty: 560.707031 Iteration 9Q: 3 clusters Score -115529.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -115578.476562 Penalty: 560.707031 Iteration 10Q: 3 clusters Score -115578.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -115608.265625 Penalty: 560.707031 Iteration 11Q: 3 clusters Score -115608.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -115635.679688 Penalty: 560.707031 Iteration 12Q: 3 clusters Score -115635.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -115664.546875 Penalty: 560.707031 Iteration 13Q: 3 clusters Score -115664.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -115693.328125 Penalty: 560.707031 Iteration 14Q: 3 clusters Score -115693.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -115715.328125 Penalty: 560.707031 Iteration 15Q: 3 clusters Score -115715.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -115754.656250 Penalty: 560.707031 Iteration 16Q: 3 clusters Score -115754.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -115795.906250 Penalty: 560.707031 Iteration 17Q: 3 clusters Score -115795.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -115821.812500 Penalty: 560.707031 Iteration 18Q: 3 clusters Score -115821.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -115849.070312 Penalty: 560.707031 Iteration 19Q: 3 clusters Score -115849.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -115867.617188 Penalty: 560.707031 Iteration 20F: 3 clusters Score -115867.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -115888.664062 Penalty: 560.707031 Iteration 21Q: 3 clusters Score -115888.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -115901.234375 Penalty: 560.707031 Iteration 22Q: 3 clusters Score -115901.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -115909.867188 Penalty: 560.707031 Iteration 23Q: 3 clusters Score -115909.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -115914.257812 Penalty: 560.707031 Iteration 24Q: 3 clusters Score -115914.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -115918.242188 Penalty: 560.707031 Iteration 25Q: 3 clusters Score -115918.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -115921.351562 Penalty: 560.707031 Iteration 26Q: 3 clusters Score -115921.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -115924.421875 Penalty: 560.707031 Iteration 27Q: 3 clusters Score -115924.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -115925.992188 Penalty: 560.707031 Iteration 28Q: 3 clusters Score -115926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -115927.320312 Penalty: 560.707031 Iteration 29Q: 3 clusters Score -115927.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -115928.609375 Penalty: 560.707031 Iteration 30Q: 3 clusters Score -115928.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -115928.757812 Penalty: 560.707031 Iteration 31Q: 3 clusters Score -115928.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -115929.078125 Penalty: 560.707031 Iteration 32Q: 3 clusters Score -115929.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -115929.078125 Penalty: 560.707031 Iteration 33F: 3 clusters Score -115929.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Entering Unmasked Estep Score: -11278.110352 Penalty: 204.212708 Iteration 0F: 2 clusters Score -11278.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -10850.346680 Penalty: 408.425415 Iteration 0F: 3 clusters Score -10850.35 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -10984.925781 Penalty: 408.425415 Iteration 1F: 3 clusters Score -10984.93 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -11041.377930 Penalty: 408.425415 Iteration 2F: 3 clusters Score -11041.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -11060.496094 Penalty: 408.425415 Iteration 3Q: 3 clusters Score -11060.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -11071.565430 Penalty: 408.425415 Iteration 4Q: 3 clusters Score -11071.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -11077.354492 Penalty: 408.425415 Iteration 5Q: 3 clusters Score -11077.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11078.754883 Penalty: 408.425415 Iteration 6Q: 3 clusters Score -11078.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11079.485352 Penalty: 408.425415 Iteration 7Q: 3 clusters Score -11079.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -11083.778320 Penalty: 408.425415 Iteration 8Q: 3 clusters Score -11083.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -11088.976562 Penalty: 408.425415 Iteration 9Q: 3 clusters Score -11088.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -11091.872070 Penalty: 408.425415 Iteration 10Q: 3 clusters Score -11091.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -11093.945312 Penalty: 408.425415 Iteration 11Q: 3 clusters Score -11093.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -11095.414062 Penalty: 408.425415 Iteration 12Q: 3 clusters Score -11095.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -11095.905273 Penalty: 408.425415 Iteration 13Q: 3 clusters Score -11095.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -11095.905273 Penalty: 408.425415 Iteration 14F: 3 clusters Score -11095.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -6737.185547 Penalty: 185.112564 Iteration 0F: 2 clusters Score -6737.186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6456.027832 Penalty: 370.225128 Iteration 0F: 3 clusters Score -6456.028 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6534.480957 Penalty: 370.225128 Iteration 1F: 3 clusters Score -6534.481 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6554.450195 Penalty: 370.225128 Iteration 2F: 3 clusters Score -6554.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -6561.026855 Penalty: 370.225128 Iteration 3Q: 3 clusters Score -6561.027 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -6564.515137 Penalty: 370.225128 Iteration 4Q: 3 clusters Score -6564.515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -6566.734863 Penalty: 370.225128 Iteration 5Q: 3 clusters Score -6566.735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -6569.715332 Penalty: 370.225128 Iteration 6Q: 3 clusters Score -6569.715 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6570.168457 Penalty: 370.225128 Iteration 7Q: 3 clusters Score -6570.168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6570.168457 Penalty: 370.225128 Iteration 8F: 3 clusters Score -6570.168 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Entering Unmasked Estep Score: -64465.269531 Penalty: 257.994934 Iteration 0F: 2 clusters Score -64465.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -62749.816406 Penalty: 515.989868 Iteration 0F: 3 clusters Score -62749.82 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -63400.097656 Penalty: 515.989868 Iteration 1F: 3 clusters Score -63400.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -63508.687500 Penalty: 515.989868 Iteration 2F: 3 clusters Score -63508.69 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -63614.539062 Penalty: 515.989868 Iteration 3F: 3 clusters Score -63614.54 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -63730.667969 Penalty: 515.989868 Iteration 4F: 3 clusters Score -63730.67 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -63839.339844 Penalty: 515.989868 Iteration 5F: 3 clusters Score -63839.34 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -63937.414062 Penalty: 515.989868 Iteration 6F: 3 clusters Score -63937.41 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -63994.277344 Penalty: 515.989868 Iteration 7Q: 3 clusters Score -63994.28 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -64019.992188 Penalty: 515.989868 Iteration 8Q: 3 clusters Score -64019.99 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -64037.855469 Penalty: 515.989868 Iteration 9Q: 3 clusters Score -64037.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -64052.851562 Penalty: 515.989868 Iteration 10Q: 3 clusters Score -64052.85 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -64066.343750 Penalty: 515.989868 Iteration 11Q: 3 clusters Score -64066.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -64075.820312 Penalty: 515.989868 Iteration 12Q: 3 clusters Score -64075.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -64085.101562 Penalty: 515.989868 Iteration 13Q: 3 clusters Score -64085.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -64097.621094 Penalty: 515.989868 Iteration 14Q: 3 clusters Score -64097.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -64118.597656 Penalty: 515.989868 Iteration 15Q: 3 clusters Score -64118.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -64149.652344 Penalty: 515.989868 Iteration 16Q: 3 clusters Score -64149.65 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -64183.621094 Penalty: 515.989868 Iteration 17Q: 3 clusters Score -64183.62 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -64228.656250 Penalty: 515.989868 Iteration 18Q: 3 clusters Score -64228.66 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -64267.546875 Penalty: 515.989868 Iteration 19Q: 3 clusters Score -64267.55 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -64298.519531 Penalty: 515.989868 Iteration 20F: 3 clusters Score -64298.52 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -64327.320312 Penalty: 515.989868 Iteration 21Q: 3 clusters Score -64327.32 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -64360.550781 Penalty: 515.989868 Iteration 22Q: 3 clusters Score -64360.55 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -64400.218750 Penalty: 515.989868 Iteration 23Q: 3 clusters Score -64400.22 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -64436.460938 Penalty: 515.989868 Iteration 24Q: 3 clusters Score -64436.46 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -64458.390625 Penalty: 515.989868 Iteration 25Q: 3 clusters Score -64458.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -64472.488281 Penalty: 515.989868 Iteration 26Q: 3 clusters Score -64472.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -64483.042969 Penalty: 515.989868 Iteration 27Q: 3 clusters Score -64483.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -64497.324219 Penalty: 515.989868 Iteration 28Q: 3 clusters Score -64497.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -64509.906250 Penalty: 515.989868 Iteration 29Q: 3 clusters Score -64509.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -64517.484375 Penalty: 515.989868 Iteration 30Q: 3 clusters Score -64517.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -64521.980469 Penalty: 515.989868 Iteration 31Q: 3 clusters Score -64521.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -64525.007812 Penalty: 515.989868 Iteration 32Q: 3 clusters Score -64525.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -64526.851562 Penalty: 515.989868 Iteration 33Q: 3 clusters Score -64526.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -64528.199219 Penalty: 515.989868 Iteration 34Q: 3 clusters Score -64528.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -64529.570312 Penalty: 515.989868 Iteration 35Q: 3 clusters Score -64529.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -64529.886719 Penalty: 515.989868 Iteration 36Q: 3 clusters Score -64529.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -64530.039062 Penalty: 515.989868 Iteration 37Q: 3 clusters Score -64530.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -64530.027344 Penalty: 515.989868 Iteration 38Q: 3 clusters Score -64530.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -64530.335938 Penalty: 515.989868 Iteration 39Q: 3 clusters Score -64530.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -64531.195312 Penalty: 515.989868 Iteration 40F: 3 clusters Score -64531.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -64531.601562 Penalty: 515.989868 Iteration 41Q: 3 clusters Score -64531.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -64531.816406 Penalty: 515.989868 Iteration 42Q: 3 clusters Score -64531.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -64532.753906 Penalty: 515.989868 Iteration 43Q: 3 clusters Score -64532.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -64533.433594 Penalty: 515.989868 Iteration 44Q: 3 clusters Score -64533.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -64533.687500 Penalty: 515.989868 Iteration 45Q: 3 clusters Score -64533.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -64533.894531 Penalty: 515.989868 Iteration 46Q: 3 clusters Score -64533.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -64534.218750 Penalty: 515.989868 Iteration 47Q: 3 clusters Score -64534.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -64534.230469 Penalty: 515.989868 Iteration 48Q: 3 clusters Score -64534.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -64534.230469 Penalty: 515.989868 Iteration 49F: 3 clusters Score -64534.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 557 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 1610 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 3321 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Mstep: Class 33 contains 366 members Mstep: Class 34 contains 880 members Mstep: Class 35 contains 309 members Mstep: Class 36 contains 875 members Entering Unmasked Estep Score: -1235964.125000 Penalty: 13082.061523 Splitting cluster 22 changes total score from -1231821.375000 to -1235964.125000 So it's getting split into cluster 36. Entering ConstructFrom: Trying to split cluster 23 (2484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Entering Unmasked Estep Score: -60155.242188 Penalty: 257.981628 Iteration 0F: 2 clusters Score -60155.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -58452.050781 Penalty: 515.963257 Iteration 0F: 3 clusters Score -58452.05 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -59121.777344 Penalty: 515.963257 Iteration 1F: 3 clusters Score -59121.78 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -59200.601562 Penalty: 515.963257 Iteration 2F: 3 clusters Score -59200.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -59283.246094 Penalty: 515.963257 Iteration 3F: 3 clusters Score -59283.25 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -59369.910156 Penalty: 515.963257 Iteration 4F: 3 clusters Score -59369.91 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -59455.941406 Penalty: 515.963257 Iteration 5F: 3 clusters Score -59455.94 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -59546.218750 Penalty: 515.963257 Iteration 6F: 3 clusters Score -59546.22 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -59614.781250 Penalty: 515.963257 Iteration 7Q: 3 clusters Score -59614.78 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -59676.992188 Penalty: 515.963257 Iteration 8Q: 3 clusters Score -59676.99 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -59730.351562 Penalty: 515.963257 Iteration 9Q: 3 clusters Score -59730.35 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -59764.058594 Penalty: 515.963257 Iteration 10Q: 3 clusters Score -59764.06 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -59792.687500 Penalty: 515.963257 Iteration 11Q: 3 clusters Score -59792.69 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -59821.300781 Penalty: 515.963257 Iteration 12Q: 3 clusters Score -59821.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -59842.007812 Penalty: 515.963257 Iteration 13Q: 3 clusters Score -59842.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -59857.570312 Penalty: 515.963257 Iteration 14Q: 3 clusters Score -59857.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -59867.898438 Penalty: 515.963257 Iteration 15Q: 3 clusters Score -59867.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -59875.332031 Penalty: 515.963257 Iteration 16Q: 3 clusters Score -59875.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -59887.593750 Penalty: 515.963257 Iteration 17Q: 3 clusters Score -59887.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -59896.679688 Penalty: 515.963257 Iteration 18Q: 3 clusters Score -59896.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -59901.589844 Penalty: 515.963257 Iteration 19Q: 3 clusters Score -59901.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -59904.566406 Penalty: 515.963257 Iteration 20F: 3 clusters Score -59904.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -59908.656250 Penalty: 515.963257 Iteration 21Q: 3 clusters Score -59908.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -59911.238281 Penalty: 515.963257 Iteration 22Q: 3 clusters Score -59911.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -59913.867188 Penalty: 515.963257 Iteration 23Q: 3 clusters Score -59913.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -59916.148438 Penalty: 515.963257 Iteration 24Q: 3 clusters Score -59916.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -59920.394531 Penalty: 515.963257 Iteration 25Q: 3 clusters Score -59920.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -59924.675781 Penalty: 515.963257 Iteration 26Q: 3 clusters Score -59924.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -59926.156250 Penalty: 515.963257 Iteration 27Q: 3 clusters Score -59926.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -59926.339844 Penalty: 515.963257 Iteration 28Q: 3 clusters Score -59926.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -59926.464844 Penalty: 515.963257 Iteration 29Q: 3 clusters Score -59926.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -59926.464844 Penalty: 515.963257 Iteration 30F: 3 clusters Score -59926.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Entering Unmasked Estep Score: -61587.906250 Penalty: 260.153717 Iteration 0F: 2 clusters Score -61587.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -59808.648438 Penalty: 520.307434 Iteration 0F: 3 clusters Score -59808.65 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -60517.410156 Penalty: 520.307434 Iteration 1F: 3 clusters Score -60517.41 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -60642.160156 Penalty: 520.307434 Iteration 2F: 3 clusters Score -60642.16 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -60756.015625 Penalty: 520.307434 Iteration 3F: 3 clusters Score -60756.02 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -60859.503906 Penalty: 520.307434 Iteration 4F: 3 clusters Score -60859.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -60968.617188 Penalty: 520.307434 Iteration 5F: 3 clusters Score -60968.62 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -61064.398438 Penalty: 520.307434 Iteration 6F: 3 clusters Score -61064.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -61139.644531 Penalty: 520.307434 Iteration 7Q: 3 clusters Score -61139.64 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -61210.335938 Penalty: 520.307434 Iteration 8Q: 3 clusters Score -61210.34 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -61249.386719 Penalty: 520.307434 Iteration 9Q: 3 clusters Score -61249.39 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -61264.105469 Penalty: 520.307434 Iteration 10Q: 3 clusters Score -61264.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -61274.445312 Penalty: 520.307434 Iteration 11Q: 3 clusters Score -61274.45 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -61287.789062 Penalty: 520.307434 Iteration 12Q: 3 clusters Score -61287.79 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -61299.222656 Penalty: 520.307434 Iteration 13Q: 3 clusters Score -61299.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -61310.378906 Penalty: 520.307434 Iteration 14Q: 3 clusters Score -61310.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -61321.281250 Penalty: 520.307434 Iteration 15Q: 3 clusters Score -61321.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -61325.039062 Penalty: 520.307434 Iteration 16Q: 3 clusters Score -61325.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -61327.773438 Penalty: 520.307434 Iteration 17Q: 3 clusters Score -61327.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -61330.890625 Penalty: 520.307434 Iteration 18Q: 3 clusters Score -61330.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -61335.128906 Penalty: 520.307434 Iteration 19Q: 3 clusters Score -61335.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -61341.425781 Penalty: 520.307434 Iteration 20F: 3 clusters Score -61341.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -61344.558594 Penalty: 520.307434 Iteration 21Q: 3 clusters Score -61344.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -61348.074219 Penalty: 520.307434 Iteration 22Q: 3 clusters Score -61348.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -61353.742188 Penalty: 520.307434 Iteration 23Q: 3 clusters Score -61353.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -61359.410156 Penalty: 520.307434 Iteration 24Q: 3 clusters Score -61359.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -61365.585938 Penalty: 520.307434 Iteration 25Q: 3 clusters Score -61365.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -61367.941406 Penalty: 520.307434 Iteration 26Q: 3 clusters Score -61367.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -61369.386719 Penalty: 520.307434 Iteration 27Q: 3 clusters Score -61369.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -61371.832031 Penalty: 520.307434 Iteration 28Q: 3 clusters Score -61371.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -61373.050781 Penalty: 520.307434 Iteration 29Q: 3 clusters Score -61373.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -61374.257812 Penalty: 520.307434 Iteration 30Q: 3 clusters Score -61374.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -61374.769531 Penalty: 520.307434 Iteration 31Q: 3 clusters Score -61374.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -61375.007812 Penalty: 520.307434 Iteration 32Q: 3 clusters Score -61375.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -61375.257812 Penalty: 520.307434 Iteration 33Q: 3 clusters Score -61375.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -61375.457031 Penalty: 520.307434 Iteration 34Q: 3 clusters Score -61375.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -61375.457031 Penalty: 520.307434 Iteration 35F: 3 clusters Score -61375.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Entering Unmasked Estep Score: -79297.570312 Penalty: 267.564697 Iteration 0F: 2 clusters Score -79297.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -77026.914062 Penalty: 535.129395 Iteration 0F: 3 clusters Score -77026.91 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -77928.304688 Penalty: 535.129395 Iteration 1F: 3 clusters Score -77928.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -78112.164062 Penalty: 535.129395 Iteration 2F: 3 clusters Score -78112.16 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -78392.929688 Penalty: 535.129395 Iteration 3F: 3 clusters Score -78392.93 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -78803.500000 Penalty: 535.129395 Iteration 4F: 3 clusters Score -78803.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -79253.976562 Penalty: 535.129395 Iteration 5F: 3 clusters Score -79253.98 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -79598.468750 Penalty: 535.129395 Iteration 6F: 3 clusters Score -79598.47 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -79791.757812 Penalty: 535.129395 Iteration 7Q: 3 clusters Score -79791.76 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -79881.562500 Penalty: 535.129395 Iteration 8Q: 3 clusters Score -79881.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -79904.500000 Penalty: 535.129395 Iteration 9Q: 3 clusters Score -79904.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -79913.695312 Penalty: 535.129395 Iteration 10Q: 3 clusters Score -79913.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -79919.914062 Penalty: 535.129395 Iteration 11Q: 3 clusters Score -79919.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -79922.414062 Penalty: 535.129395 Iteration 12Q: 3 clusters Score -79922.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -79924.257812 Penalty: 535.129395 Iteration 13Q: 3 clusters Score -79924.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -79926.101562 Penalty: 535.129395 Iteration 14Q: 3 clusters Score -79926.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -79926.804688 Penalty: 535.129395 Iteration 15Q: 3 clusters Score -79926.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -79927.257812 Penalty: 535.129395 Iteration 16Q: 3 clusters Score -79927.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -79927.257812 Penalty: 535.129395 Iteration 17F: 3 clusters Score -79927.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 557 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 1610 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 1166 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2683 members Mstep: Class 31 contains 183 members Mstep: Class 32 contains 7185 members Mstep: Class 33 contains 366 members Mstep: Class 34 contains 880 members Mstep: Class 35 contains 309 members Mstep: Class 36 contains 875 members Mstep: Class 37 contains 2155 members Entering Unmasked Estep Score: -1236501.625000 Penalty: 13445.452148 Splitting cluster 25 changes total score from -1231821.375000 to -1236501.625000 So it's getting split into cluster 37. Entering ConstructFrom: Trying to split cluster 26 (2780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Entering Unmasked Estep Score: -69744.343750 Penalty: 261.696808 Iteration 0F: 2 clusters Score -69744.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -67811.226562 Penalty: 523.393616 Iteration 0F: 3 clusters Score -67811.23 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -68537.078125 Penalty: 523.393616 Iteration 1F: 3 clusters Score -68537.08 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -68617.195312 Penalty: 523.393616 Iteration 2F: 3 clusters Score -68617.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -68696.593750 Penalty: 523.393616 Iteration 3F: 3 clusters Score -68696.59 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -68771.218750 Penalty: 523.393616 Iteration 4F: 3 clusters Score -68771.22 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -68836.257812 Penalty: 523.393616 Iteration 5Q: 3 clusters Score -68836.26 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -68903.671875 Penalty: 523.393616 Iteration 6Q: 3 clusters Score -68903.67 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -69005.234375 Penalty: 523.393616 Iteration 7F: 3 clusters Score -69005.23 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -69113.632812 Penalty: 523.393616 Iteration 8F: 3 clusters Score -69113.63 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -69217.414062 Penalty: 523.393616 Iteration 9F: 3 clusters Score -69217.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -69288.656250 Penalty: 523.393616 Iteration 10Q: 3 clusters Score -69288.66 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -69335.671875 Penalty: 523.393616 Iteration 11Q: 3 clusters Score -69335.67 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -69381.671875 Penalty: 523.393616 Iteration 12Q: 3 clusters Score -69381.67 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -69423.359375 Penalty: 523.393616 Iteration 13Q: 3 clusters Score -69423.36 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -69465.906250 Penalty: 523.393616 Iteration 14Q: 3 clusters Score -69465.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -69489.070312 Penalty: 523.393616 Iteration 15Q: 3 clusters Score -69489.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -69499.273438 Penalty: 523.393616 Iteration 16Q: 3 clusters Score -69499.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -69508.812500 Penalty: 523.393616 Iteration 17Q: 3 clusters Score -69508.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -69517.062500 Penalty: 523.393616 Iteration 18Q: 3 clusters Score -69517.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -69523.101562 Penalty: 523.393616 Iteration 19Q: 3 clusters Score -69523.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -69526.242188 Penalty: 523.393616 Iteration 20F: 3 clusters Score -69526.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -69528.671875 Penalty: 523.393616 Iteration 21Q: 3 clusters Score -69528.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -69532.210938 Penalty: 523.393616 Iteration 22Q: 3 clusters Score -69532.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -69532.804688 Penalty: 523.393616 Iteration 23Q: 3 clusters Score -69532.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -69533.734375 Penalty: 523.393616 Iteration 24Q: 3 clusters Score -69533.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -69533.843750 Penalty: 523.393616 Iteration 25Q: 3 clusters Score -69533.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -69533.843750 Penalty: 523.393616 Iteration 26F: 3 clusters Score -69533.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (4125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Entering Unmasked Estep Score: -101055.812500 Penalty: 274.719116 Iteration 0F: 2 clusters Score -101055.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -98234.632812 Penalty: 549.438232 Iteration 0F: 3 clusters Score -98234.63 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -99588.617188 Penalty: 549.438232 Iteration 1F: 3 clusters Score -99588.62 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -99835.625000 Penalty: 549.438232 Iteration 2F: 3 clusters Score -99835.62 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -100067.906250 Penalty: 549.438232 Iteration 3F: 3 clusters Score -100067.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -100236.320312 Penalty: 549.438232 Iteration 4F: 3 clusters Score -100236.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -100376.726562 Penalty: 549.438232 Iteration 5Q: 3 clusters Score -100376.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -100471.242188 Penalty: 549.438232 Iteration 6Q: 3 clusters Score -100471.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -100518.835938 Penalty: 549.438232 Iteration 7Q: 3 clusters Score -100518.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -100545.835938 Penalty: 549.438232 Iteration 8Q: 3 clusters Score -100545.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -100558.445312 Penalty: 549.438232 Iteration 9Q: 3 clusters Score -100558.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -100565.726562 Penalty: 549.438232 Iteration 10Q: 3 clusters Score -100565.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -100572.773438 Penalty: 549.438232 Iteration 11Q: 3 clusters Score -100572.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -100578.937500 Penalty: 549.438232 Iteration 12Q: 3 clusters Score -100578.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -100584.289062 Penalty: 549.438232 Iteration 13Q: 3 clusters Score -100584.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -100590.718750 Penalty: 549.438232 Iteration 14Q: 3 clusters Score -100590.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -100601.234375 Penalty: 549.438232 Iteration 15Q: 3 clusters Score -100601.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -100613.320312 Penalty: 549.438232 Iteration 16Q: 3 clusters Score -100613.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -100629.382812 Penalty: 549.438232 Iteration 17Q: 3 clusters Score -100629.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -100646.632812 Penalty: 549.438232 Iteration 18Q: 3 clusters Score -100646.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -100660.859375 Penalty: 549.438232 Iteration 19Q: 3 clusters Score -100660.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -100677.992188 Penalty: 549.438232 Iteration 20F: 3 clusters Score -100678 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -100690.484375 Penalty: 549.438232 Iteration 21Q: 3 clusters Score -100690.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -100696.234375 Penalty: 549.438232 Iteration 22Q: 3 clusters Score -100696.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -100701.890625 Penalty: 549.438232 Iteration 23Q: 3 clusters Score -100701.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -100704.164062 Penalty: 549.438232 Iteration 24Q: 3 clusters Score -100704.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -100707.273438 Penalty: 549.438232 Iteration 25Q: 3 clusters Score -100707.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -100709.343750 Penalty: 549.438232 Iteration 26Q: 3 clusters Score -100709.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -100712.007812 Penalty: 549.438232 Iteration 27Q: 3 clusters Score -100712 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -100715.195312 Penalty: 549.438232 Iteration 28Q: 3 clusters Score -100715.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -100717.703125 Penalty: 549.438232 Iteration 29Q: 3 clusters Score -100717.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -100720.234375 Penalty: 549.438232 Iteration 30Q: 3 clusters Score -100720.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -100721.968750 Penalty: 549.438232 Iteration 31Q: 3 clusters Score -100722 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -100723.492188 Penalty: 549.438232 Iteration 32Q: 3 clusters Score -100723.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -100727.039062 Penalty: 549.438232 Iteration 33Q: 3 clusters Score -100727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -100729.875000 Penalty: 549.438232 Iteration 34Q: 3 clusters Score -100729.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -100732.835938 Penalty: 549.438232 Iteration 35Q: 3 clusters Score -100732.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -100734.679688 Penalty: 549.438232 Iteration 36Q: 3 clusters Score -100734.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -100738.117188 Penalty: 549.438232 Iteration 37Q: 3 clusters Score -100738.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -100740.898438 Penalty: 549.438232 Iteration 38Q: 3 clusters Score -100740.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -100742.515625 Penalty: 549.438232 Iteration 39Q: 3 clusters Score -100742.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -100744.625000 Penalty: 549.438232 Iteration 40F: 3 clusters Score -100744.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -100745.531250 Penalty: 549.438232 Iteration 41Q: 3 clusters Score -100745.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -100746.093750 Penalty: 549.438232 Iteration 42Q: 3 clusters Score -100746.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -100747.242188 Penalty: 549.438232 Iteration 43Q: 3 clusters Score -100747.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -100748.429688 Penalty: 549.438232 Iteration 44Q: 3 clusters Score -100748.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -100749.718750 Penalty: 549.438232 Iteration 45Q: 3 clusters Score -100749.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -100750.929688 Penalty: 549.438232 Iteration 46Q: 3 clusters Score -100750.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -100752.093750 Penalty: 549.438232 Iteration 47Q: 3 clusters Score -100752.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -100752.820312 Penalty: 549.438232 Iteration 48Q: 3 clusters Score -100752.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -100753.328125 Penalty: 549.438232 Iteration 49Q: 3 clusters Score -100753.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -100753.343750 Penalty: 549.438232 Iteration 50Q: 3 clusters Score -100753.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -100753.312500 Penalty: 549.438232 Iteration 51Q: 3 clusters Score -100753.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -100753.312500 Penalty: 549.438232 Iteration 52F: 3 clusters Score -100753.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Entering Unmasked Estep Score: -25311.294922 Penalty: 233.862350 Iteration 0F: 2 clusters Score -25311.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -24438.121094 Penalty: 467.724701 Iteration 0F: 3 clusters Score -24438.12 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -24754.707031 Penalty: 467.724701 Iteration 1F: 3 clusters Score -24754.71 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -24855.189453 Penalty: 467.724701 Iteration 2F: 3 clusters Score -24855.19 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -24920.544922 Penalty: 467.724701 Iteration 3F: 3 clusters Score -24920.54 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -24974.460938 Penalty: 467.724701 Iteration 4Q: 3 clusters Score -24974.46 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -25017.791016 Penalty: 467.724701 Iteration 5Q: 3 clusters Score -25017.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -25049.365234 Penalty: 467.724701 Iteration 6Q: 3 clusters Score -25049.37 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -25076.253906 Penalty: 467.724701 Iteration 7Q: 3 clusters Score -25076.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -25093.076172 Penalty: 467.724701 Iteration 8Q: 3 clusters Score -25093.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -25103.216797 Penalty: 467.724701 Iteration 9Q: 3 clusters Score -25103.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25108.218750 Penalty: 467.724701 Iteration 10Q: 3 clusters Score -25108.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25109.853516 Penalty: 467.724701 Iteration 11Q: 3 clusters Score -25109.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -25111.330078 Penalty: 467.724701 Iteration 12Q: 3 clusters Score -25111.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -25112.646484 Penalty: 467.724701 Iteration 13Q: 3 clusters Score -25112.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25114.291016 Penalty: 467.724701 Iteration 14Q: 3 clusters Score -25114.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25115.416016 Penalty: 467.724701 Iteration 15Q: 3 clusters Score -25115.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25116.042969 Penalty: 467.724701 Iteration 16Q: 3 clusters Score -25116.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -25116.695312 Penalty: 467.724701 Iteration 17Q: 3 clusters Score -25116.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25117.548828 Penalty: 467.724701 Iteration 18Q: 3 clusters Score -25117.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25119.771484 Penalty: 467.724701 Iteration 19Q: 3 clusters Score -25119.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25122.062500 Penalty: 467.724701 Iteration 20F: 3 clusters Score -25122.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -25125.945312 Penalty: 467.724701 Iteration 21Q: 3 clusters Score -25125.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -25126.968750 Penalty: 467.724701 Iteration 22Q: 3 clusters Score -25126.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -25127.320312 Penalty: 467.724701 Iteration 23Q: 3 clusters Score -25127.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25127.734375 Penalty: 467.724701 Iteration 24Q: 3 clusters Score -25127.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25127.941406 Penalty: 467.724701 Iteration 25Q: 3 clusters Score -25127.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -25130.457031 Penalty: 467.724701 Iteration 26Q: 3 clusters Score -25130.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -25132.708984 Penalty: 467.724701 Iteration 27Q: 3 clusters Score -25132.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25133.435547 Penalty: 467.724701 Iteration 28Q: 3 clusters Score -25133.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -25133.570312 Penalty: 467.724701 Iteration 29Q: 3 clusters Score -25133.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25133.582031 Penalty: 467.724701 Iteration 30Q: 3 clusters Score -25133.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25133.582031 Penalty: 467.724701 Iteration 31F: 3 clusters Score -25133.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Entering Unmasked Estep Score: -4596.207031 Penalty: 178.584320 Iteration 0F: 2 clusters Score -4596.207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -4337.367676 Penalty: 357.168640 Iteration 0F: 3 clusters Score -4337.368 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -4409.015137 Penalty: 357.168640 Iteration 1F: 3 clusters Score -4409.015 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -4421.421387 Penalty: 357.168640 Iteration 2F: 3 clusters Score -4421.421 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -4427.076660 Penalty: 357.168640 Iteration 3Q: 3 clusters Score -4427.077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -4447.391602 Penalty: 357.168640 Iteration 4Q: 3 clusters Score -4447.392 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -4457.733398 Penalty: 357.168640 Iteration 5F: 3 clusters Score -4457.733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -4460.754395 Penalty: 357.168640 Iteration 6Q: 3 clusters Score -4460.754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -4461.284668 Penalty: 357.168640 Iteration 7Q: 3 clusters Score -4461.285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -4463.444336 Penalty: 357.168640 Iteration 8Q: 3 clusters Score -4463.444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -4467.031250 Penalty: 357.168640 Iteration 9Q: 3 clusters Score -4467.031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -4467.746094 Penalty: 357.168640 Iteration 10Q: 3 clusters Score -4467.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -4467.746094 Penalty: 357.168640 Iteration 11F: 3 clusters Score -4467.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2804 members Mstep: Class 4 contains 581 members Mstep: Class 5 contains 871 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 592 members Mstep: Class 8 contains 220 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 589 members Mstep: Class 13 contains 728 members Mstep: Class 14 contains 835 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 632 members Mstep: Class 17 contains 3485 members Mstep: Class 18 contains 557 members Mstep: Class 19 contains 4893 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 273 members Mstep: Class 22 contains 1610 members Mstep: Class 23 contains 2484 members Mstep: Class 24 contains 2653 members Mstep: Class 25 contains 1166 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1196 members Mstep: Class 29 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -1237200.500000 Penalty: 13445.452148 Iteration 79Q: 38 clusters Score -1237200 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 2872 members Mstep: Class 4 contains 590 members Mstep: Class 5 contains 878 members Mstep: Class 6 contains 2835 members Mstep: Class 7 contains 599 members Mstep: Class 8 contains 216 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 929 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 727 members Mstep: Class 14 contains 816 members Mstep: Class 15 contains 652 members Mstep: Class 16 contains 638 members Mstep: Class 17 contains 3493 members Mstep: Class 18 contains 578 members Mstep: Class 19 contains 4823 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 274 members Mstep: Class 22 contains 1657 members Mstep: Class 23 contains 2506 members Mstep: Class 24 contains 2655 members Mstep: Class 25 contains 1161 members Mstep: Class 26 contains 2814 members Mstep: Class 27 contains 4140 members Mstep: Class 28 contains 1208 members Mstep: Class 29 contains 233 members Mstep: Class 30 contains 2654 members Mstep: Class 31 contains 178 members Mstep: Class 32 contains 7183 members Mstep: Class 33 contains 365 members Mstep: Class 34 contains 858 members Mstep: Class 35 contains 292 members Mstep: Class 36 contains 846 members Mstep: Class 37 contains 2051 members Entering Unmasked Estep ConsiderDeletion Score: -1237910.625000 Penalty: 13445.452148 Iteration 80F: 38 clusters Score -1237911 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 2768 members Mstep: Class 4 contains 590 members Mstep: Class 5 contains 861 members Mstep: Class 6 contains 2822 members Mstep: Class 7 contains 578 members Mstep: Class 8 contains 231 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1460 members Mstep: Class 11 contains 928 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 731 members Mstep: Class 14 contains 793 members Mstep: Class 15 contains 668 members Mstep: Class 16 contains 606 members Mstep: Class 17 contains 3484 members Mstep: Class 18 contains 591 members Mstep: Class 19 contains 4745 members Mstep: Class 20 contains 478 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1689 members Mstep: Class 23 contains 2476 members Mstep: Class 24 contains 2648 members Mstep: Class 25 contains 1168 members Mstep: Class 26 contains 2825 members Mstep: Class 27 contains 4125 members Mstep: Class 28 contains 1224 members Mstep: Class 29 contains 223 members Mstep: Class 30 contains 2692 members Mstep: Class 31 contains 202 members Mstep: Class 32 contains 7289 members Mstep: Class 33 contains 357 members Mstep: Class 34 contains 853 members Mstep: Class 35 contains 297 members Mstep: Class 36 contains 853 members Mstep: Class 37 contains 2163 members Entering Unmasked Estep ConsiderDeletion Score: -1238319.000000 Penalty: 13445.452148 Iteration 81Q: 38 clusters Score -1238319 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 2692 members Mstep: Class 4 contains 588 members Mstep: Class 5 contains 849 members Mstep: Class 6 contains 2819 members Mstep: Class 7 contains 565 members Mstep: Class 8 contains 236 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 926 members Mstep: Class 12 contains 571 members Mstep: Class 13 contains 735 members Mstep: Class 14 contains 765 members Mstep: Class 15 contains 680 members Mstep: Class 16 contains 584 members Mstep: Class 17 contains 3482 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 4671 members Mstep: Class 20 contains 469 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1726 members Mstep: Class 23 contains 2443 members Mstep: Class 24 contains 2650 members Mstep: Class 25 contains 1174 members Mstep: Class 26 contains 2837 members Mstep: Class 27 contains 4109 members Mstep: Class 28 contains 1252 members Mstep: Class 29 contains 224 members Mstep: Class 30 contains 2728 members Mstep: Class 31 contains 220 members Mstep: Class 32 contains 7329 members Mstep: Class 33 contains 359 members Mstep: Class 34 contains 852 members Mstep: Class 35 contains 303 members Mstep: Class 36 contains 853 members Mstep: Class 37 contains 2259 members Entering Unmasked Estep ConsiderDeletion Score: -1238572.875000 Penalty: 13445.452148 Iteration 82Q: 38 clusters Score -1238573 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 2627 members Mstep: Class 4 contains 589 members Mstep: Class 5 contains 850 members Mstep: Class 6 contains 2820 members Mstep: Class 7 contains 554 members Mstep: Class 8 contains 243 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 936 members Mstep: Class 12 contains 562 members Mstep: Class 13 contains 737 members Mstep: Class 14 contains 747 members Mstep: Class 15 contains 686 members Mstep: Class 16 contains 573 members Mstep: Class 17 contains 3475 members Mstep: Class 18 contains 598 members Mstep: Class 19 contains 4617 members Mstep: Class 20 contains 461 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1760 members Mstep: Class 23 contains 2429 members Mstep: Class 24 contains 2651 members Mstep: Class 25 contains 1178 members Mstep: Class 26 contains 2846 members Mstep: Class 27 contains 4097 members Mstep: Class 28 contains 1271 members Mstep: Class 29 contains 221 members Mstep: Class 30 contains 2745 members Mstep: Class 31 contains 230 members Mstep: Class 32 contains 7352 members Mstep: Class 33 contains 360 members Mstep: Class 34 contains 856 members Mstep: Class 35 contains 309 members Mstep: Class 36 contains 852 members Mstep: Class 37 contains 2314 members Entering Unmasked Estep ConsiderDeletion Score: -1238766.875000 Penalty: 13445.452148 Iteration 83Q: 38 clusters Score -1238767 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 368 members Mstep: Class 3 contains 2571 members Mstep: Class 4 contains 591 members Mstep: Class 5 contains 845 members Mstep: Class 6 contains 2823 members Mstep: Class 7 contains 547 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1456 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 740 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 690 members Mstep: Class 16 contains 565 members Mstep: Class 17 contains 3462 members Mstep: Class 18 contains 602 members Mstep: Class 19 contains 4568 members Mstep: Class 20 contains 455 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1798 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2649 members Mstep: Class 25 contains 1184 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 4085 members Mstep: Class 28 contains 1286 members Mstep: Class 29 contains 219 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 244 members Mstep: Class 32 contains 7360 members Mstep: Class 33 contains 357 members Mstep: Class 34 contains 861 members Mstep: Class 35 contains 316 members Mstep: Class 36 contains 847 members Mstep: Class 37 contains 2370 members Entering Unmasked Estep ConsiderDeletion Score: -1238906.875000 Penalty: 13445.452148 Iteration 84Q: 38 clusters Score -1238907 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 368 members Mstep: Class 3 contains 2518 members Mstep: Class 4 contains 594 members Mstep: Class 5 contains 831 members Mstep: Class 6 contains 2822 members Mstep: Class 7 contains 540 members Mstep: Class 8 contains 238 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 950 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 745 members Mstep: Class 14 contains 734 members Mstep: Class 15 contains 693 members Mstep: Class 16 contains 555 members Mstep: Class 17 contains 3459 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 4526 members Mstep: Class 20 contains 452 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1823 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2650 members Mstep: Class 25 contains 1189 members Mstep: Class 26 contains 2852 members Mstep: Class 27 contains 4081 members Mstep: Class 28 contains 1295 members Mstep: Class 29 contains 215 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 252 members Mstep: Class 32 contains 7366 members Mstep: Class 33 contains 352 members Mstep: Class 34 contains 862 members Mstep: Class 35 contains 324 members Mstep: Class 36 contains 841 members Mstep: Class 37 contains 2441 members Entering Unmasked Estep ConsiderDeletion Score: -1239013.375000 Penalty: 13445.452148 Iteration 85Q: 38 clusters Score -1239013 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 368 members Mstep: Class 3 contains 2453 members Mstep: Class 4 contains 596 members Mstep: Class 5 contains 819 members Mstep: Class 6 contains 2825 members Mstep: Class 7 contains 534 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 958 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 748 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 696 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 3451 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 4492 members Mstep: Class 20 contains 449 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 2424 members Mstep: Class 24 contains 2651 members Mstep: Class 25 contains 1192 members Mstep: Class 26 contains 2852 members Mstep: Class 27 contains 4076 members Mstep: Class 28 contains 1308 members Mstep: Class 29 contains 215 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 263 members Mstep: Class 32 contains 7370 members Mstep: Class 33 contains 350 members Mstep: Class 34 contains 859 members Mstep: Class 35 contains 329 members Mstep: Class 36 contains 840 members Mstep: Class 37 contains 2520 members Entering Unmasked Estep ConsiderDeletion Score: -1239091.375000 Penalty: 13445.452148 Iteration 86Q: 38 clusters Score -1239091 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 368 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 806 members Mstep: Class 6 contains 2828 members Mstep: Class 7 contains 526 members Mstep: Class 8 contains 239 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1452 members Mstep: Class 11 contains 967 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 751 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 699 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 3455 members Mstep: Class 18 contains 606 members Mstep: Class 19 contains 4464 members Mstep: Class 20 contains 444 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1845 members Mstep: Class 23 contains 2421 members Mstep: Class 24 contains 2649 members Mstep: Class 25 contains 1199 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4068 members Mstep: Class 28 contains 1324 members Mstep: Class 29 contains 213 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 273 members Mstep: Class 32 contains 7372 members Mstep: Class 33 contains 350 members Mstep: Class 34 contains 856 members Mstep: Class 35 contains 334 members Mstep: Class 36 contains 839 members Mstep: Class 37 contains 2593 members Entering Unmasked Estep ConsiderDeletion Score: -1239149.250000 Penalty: 13445.452148 Iteration 87Q: 38 clusters Score -1239149 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 2325 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 794 members Mstep: Class 6 contains 2828 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1451 members Mstep: Class 11 contains 974 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 752 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 702 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 4446 members Mstep: Class 20 contains 442 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 2421 members Mstep: Class 24 contains 2647 members Mstep: Class 25 contains 1204 members Mstep: Class 26 contains 2854 members Mstep: Class 27 contains 4068 members Mstep: Class 28 contains 1328 members Mstep: Class 29 contains 210 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 284 members Mstep: Class 32 contains 7372 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 856 members Mstep: Class 35 contains 338 members Mstep: Class 36 contains 836 members Mstep: Class 37 contains 2653 members Entering Unmasked Estep ConsiderDeletion Score: -1239184.875000 Penalty: 13445.452148 Iteration 88Q: 38 clusters Score -1239185 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 366 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 790 members Mstep: Class 6 contains 2827 members Mstep: Class 7 contains 514 members Mstep: Class 8 contains 243 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1451 members Mstep: Class 11 contains 974 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 753 members Mstep: Class 14 contains 728 members Mstep: Class 15 contains 703 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 3460 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 4437 members Mstep: Class 20 contains 441 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1845 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2642 members Mstep: Class 25 contains 1207 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4070 members Mstep: Class 28 contains 1333 members Mstep: Class 29 contains 209 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 294 members Mstep: Class 32 contains 7377 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 857 members Mstep: Class 35 contains 339 members Mstep: Class 36 contains 836 members Mstep: Class 37 contains 2709 members Entering Unmasked Estep ConsiderDeletion Score: -1239245.125000 Penalty: 13445.452148 Iteration 89Q: 38 clusters Score -1239245 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 366 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 785 members Mstep: Class 6 contains 2827 members Mstep: Class 7 contains 500 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1451 members Mstep: Class 11 contains 976 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 703 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 3462 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 4432 members Mstep: Class 20 contains 439 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1846 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2641 members Mstep: Class 25 contains 1212 members Mstep: Class 26 contains 2855 members Mstep: Class 27 contains 4071 members Mstep: Class 28 contains 1334 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 309 members Mstep: Class 32 contains 7382 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 858 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 836 members Mstep: Class 37 contains 2761 members Entering Unmasked Estep ConsiderDeletion Score: -1239323.375000 Penalty: 13445.452148 Iteration 90Q: 38 clusters Score -1239323 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 2157 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 785 members Mstep: Class 6 contains 2824 members Mstep: Class 7 contains 498 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1451 members Mstep: Class 11 contains 982 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 725 members Mstep: Class 15 contains 703 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 3461 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 4431 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1847 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2640 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 2855 members Mstep: Class 27 contains 4068 members Mstep: Class 28 contains 1333 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 322 members Mstep: Class 32 contains 7381 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 860 members Mstep: Class 35 contains 343 members Mstep: Class 36 contains 834 members Mstep: Class 37 contains 2814 members Entering Unmasked Estep ConsiderDeletion Score: -1239366.250000 Penalty: 13445.452148 Iteration 91Q: 38 clusters Score -1239366 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 2100 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 782 members Mstep: Class 6 contains 2823 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1452 members Mstep: Class 11 contains 984 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 723 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 3459 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 4428 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1847 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2638 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4067 members Mstep: Class 28 contains 1334 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 330 members Mstep: Class 32 contains 7379 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 862 members Mstep: Class 35 contains 343 members Mstep: Class 36 contains 832 members Mstep: Class 37 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -1239396.125000 Penalty: 13445.452148 Iteration 92Q: 38 clusters Score -1239396 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 2045 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 781 members Mstep: Class 6 contains 2820 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 241 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 990 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 549 members Mstep: Class 17 contains 3456 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 4425 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1849 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1215 members Mstep: Class 26 contains 2855 members Mstep: Class 27 contains 4063 members Mstep: Class 28 contains 1336 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 335 members Mstep: Class 32 contains 7379 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 344 members Mstep: Class 36 contains 829 members Mstep: Class 37 contains 2923 members Entering Unmasked Estep ConsiderDeletion Score: -1239421.000000 Penalty: 13445.452148 Iteration 93Q: 38 clusters Score -1239421 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1991 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 778 members Mstep: Class 6 contains 2817 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 238 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 998 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 3454 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 4422 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4062 members Mstep: Class 28 contains 1335 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 7383 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 344 members Mstep: Class 36 contains 827 members Mstep: Class 37 contains 2977 members Entering Unmasked Estep ConsiderDeletion Score: -1239444.250000 Penalty: 13445.452148 Iteration 94Q: 38 clusters Score -1239444 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1955 members Mstep: Class 4 contains 603 members Mstep: Class 5 contains 776 members Mstep: Class 6 contains 2814 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 233 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1005 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 722 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 3454 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 4418 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1847 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2638 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2857 members Mstep: Class 27 contains 4060 members Mstep: Class 28 contains 1337 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 339 members Mstep: Class 32 contains 7384 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 870 members Mstep: Class 35 contains 343 members Mstep: Class 36 contains 828 members Mstep: Class 37 contains 3015 members Entering Unmasked Estep ConsiderDeletion Score: -1239468.500000 Penalty: 13445.452148 Iteration 95Q: 38 clusters Score -1239468 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1922 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 776 members Mstep: Class 6 contains 2811 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1009 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 721 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 612 members Mstep: Class 19 contains 4413 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1844 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2857 members Mstep: Class 27 contains 4061 members Mstep: Class 28 contains 1339 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 7387 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 870 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 828 members Mstep: Class 37 contains 3052 members Entering Unmasked Estep ConsiderDeletion Score: -1239488.500000 Penalty: 13445.452148 Iteration 96Q: 38 clusters Score -1239488 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1885 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 776 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 224 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1016 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 723 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 613 members Mstep: Class 19 contains 4411 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1840 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4061 members Mstep: Class 28 contains 1341 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 7388 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 870 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 826 members Mstep: Class 37 contains 3090 members Entering Unmasked Estep ConsiderDeletion Score: -1239497.375000 Penalty: 13445.452148 Iteration 97Q: 38 clusters Score -1239497 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 775 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1022 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 541 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4410 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1841 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4059 members Mstep: Class 28 contains 1341 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 7388 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 870 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 823 members Mstep: Class 37 contains 3119 members Entering Unmasked Estep ConsiderDeletion Score: -1239509.500000 Penalty: 13445.452148 Iteration 98Q: 38 clusters Score -1239510 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1826 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 771 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 218 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1023 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 725 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 623 members Mstep: Class 19 contains 4408 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1841 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1219 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4059 members Mstep: Class 28 contains 1342 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 7388 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3150 members Entering Unmasked Estep ConsiderDeletion Score: -1239525.500000 Penalty: 13445.452148 Iteration 99Q: 38 clusters Score -1239526 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 768 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 216 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1025 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 726 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 3459 members Mstep: Class 18 contains 626 members Mstep: Class 19 contains 4408 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1841 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1222 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4057 members Mstep: Class 28 contains 1343 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2751 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 7388 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 342 members Mstep: Class 36 contains 821 members Mstep: Class 37 contains 3185 members Entering Unmasked Estep ConsiderDeletion Score: -1239587.375000 Penalty: 13445.452148 Iteration 100F: 38 clusters Score -1239587 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 602 members Mstep: Class 5 contains 766 members Mstep: Class 6 contains 2810 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 221 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 1027 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 539 members Mstep: Class 17 contains 3458 members Mstep: Class 18 contains 628 members Mstep: Class 19 contains 4408 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1840 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1222 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4052 members Mstep: Class 28 contains 1342 members Mstep: Class 29 contains 208 members Mstep: Class 30 contains 2746 members Mstep: Class 31 contains 349 members Mstep: Class 32 contains 7385 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 343 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3230 members Entering Unmasked Estep ConsiderDeletion Score: -1239658.250000 Penalty: 13445.452148 Iteration 101Q: 38 clusters Score -1239658 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 366 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 767 members Mstep: Class 6 contains 2809 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1030 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 534 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 631 members Mstep: Class 19 contains 4405 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2419 members Mstep: Class 24 contains 2635 members Mstep: Class 25 contains 1222 members Mstep: Class 26 contains 2857 members Mstep: Class 27 contains 4048 members Mstep: Class 28 contains 1342 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2739 members Mstep: Class 31 contains 359 members Mstep: Class 32 contains 7382 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 345 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3271 members Entering Unmasked Estep ConsiderDeletion Score: -1239701.625000 Penalty: 13445.452148 Iteration 102Q: 38 clusters Score -1239702 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 767 members Mstep: Class 6 contains 2808 members Mstep: Class 7 contains 504 members Mstep: Class 8 contains 224 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1031 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 3458 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4401 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2419 members Mstep: Class 24 contains 2635 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2857 members Mstep: Class 27 contains 4043 members Mstep: Class 28 contains 1345 members Mstep: Class 29 contains 207 members Mstep: Class 30 contains 2730 members Mstep: Class 31 contains 369 members Mstep: Class 32 contains 7377 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 349 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3312 members Entering Unmasked Estep ConsiderDeletion Score: -1239739.250000 Penalty: 13445.452148 Iteration 103Q: 38 clusters Score -1239739 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 1623 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 764 members Mstep: Class 6 contains 2809 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 233 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1031 members Mstep: Class 12 contains 556 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 533 members Mstep: Class 17 contains 3461 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 4396 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2419 members Mstep: Class 24 contains 2636 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2857 members Mstep: Class 27 contains 4037 members Mstep: Class 28 contains 1349 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2720 members Mstep: Class 31 contains 379 members Mstep: Class 32 contains 7372 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 354 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3353 members Entering Unmasked Estep ConsiderDeletion Score: -1239777.750000 Penalty: 13445.452148 Iteration 104Q: 38 clusters Score -1239778 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 1581 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 762 members Mstep: Class 6 contains 2812 members Mstep: Class 7 contains 501 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1033 members Mstep: Class 12 contains 554 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 3462 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4396 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1220 members Mstep: Class 26 contains 2856 members Mstep: Class 27 contains 4033 members Mstep: Class 28 contains 1351 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2705 members Mstep: Class 31 contains 382 members Mstep: Class 32 contains 7367 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 356 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3399 members Entering Unmasked Estep ConsiderDeletion Score: -1239812.125000 Penalty: 13445.452148 Iteration 105Q: 38 clusters Score -1239812 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 1541 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 761 members Mstep: Class 6 contains 2813 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 254 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1035 members Mstep: Class 12 contains 549 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 532 members Mstep: Class 17 contains 3460 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4396 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2421 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1220 members Mstep: Class 26 contains 2854 members Mstep: Class 27 contains 4032 members Mstep: Class 28 contains 1352 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2697 members Mstep: Class 31 contains 386 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 357 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3444 members Entering Unmasked Estep ConsiderDeletion Score: -1239840.250000 Penalty: 13445.452148 Iteration 106Q: 38 clusters Score -1239840 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 1505 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 758 members Mstep: Class 6 contains 2814 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 266 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1037 members Mstep: Class 12 contains 547 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 530 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4397 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2422 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4030 members Mstep: Class 28 contains 1352 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2686 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 7359 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 358 members Mstep: Class 36 contains 821 members Mstep: Class 37 contains 3488 members Entering Unmasked Estep ConsiderDeletion Score: -1239852.250000 Penalty: 13445.452148 Iteration 107Q: 38 clusters Score -1239852 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 1468 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 754 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 272 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 531 members Mstep: Class 17 contains 3456 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4397 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2424 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1220 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4029 members Mstep: Class 28 contains 1352 members Mstep: Class 29 contains 206 members Mstep: Class 30 contains 2680 members Mstep: Class 31 contains 392 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 359 members Mstep: Class 36 contains 821 members Mstep: Class 37 contains 3525 members Entering Unmasked Estep ConsiderDeletion Score: -1239858.375000 Penalty: 13445.452148 Iteration 108Q: 38 clusters Score -1239858 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 372 members Mstep: Class 3 contains 1441 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 753 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 502 members Mstep: Class 8 contains 275 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 531 members Mstep: Class 17 contains 3456 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4397 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2424 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1219 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4028 members Mstep: Class 28 contains 1352 members Mstep: Class 29 contains 205 members Mstep: Class 30 contains 2676 members Mstep: Class 31 contains 391 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 361 members Mstep: Class 36 contains 821 members Mstep: Class 37 contains 3553 members Entering Unmasked Estep ConsiderDeletion Score: -1239877.625000 Penalty: 13445.452148 Iteration 109Q: 38 clusters Score -1239878 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 1418 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 753 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 278 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1047 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 528 members Mstep: Class 17 contains 3454 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4396 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2424 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1219 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4024 members Mstep: Class 28 contains 1352 members Mstep: Class 29 contains 205 members Mstep: Class 30 contains 2671 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 867 members Mstep: Class 35 contains 364 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3577 members Entering Unmasked Estep ConsiderDeletion Score: -1239887.500000 Penalty: 13445.452148 Iteration 110Q: 38 clusters Score -1239888 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1397 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 753 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1059 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 527 members Mstep: Class 17 contains 3452 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4395 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1219 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 4016 members Mstep: Class 28 contains 1353 members Mstep: Class 29 contains 205 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 866 members Mstep: Class 35 contains 367 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3600 members Entering Unmasked Estep ConsiderDeletion Score: -1239900.125000 Penalty: 13445.452148 Iteration 111Q: 38 clusters Score -1239900 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1370 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 753 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 274 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1454 members Mstep: Class 11 contains 1062 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 525 members Mstep: Class 17 contains 3450 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4394 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2852 members Mstep: Class 27 contains 4008 members Mstep: Class 28 contains 1356 members Mstep: Class 29 contains 205 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 373 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3635 members Entering Unmasked Estep ConsiderDeletion Score: -1239920.500000 Penalty: 13445.452148 Iteration 112Q: 38 clusters Score -1239920 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1343 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 271 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 728 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 524 members Mstep: Class 17 contains 3449 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 4394 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2854 members Mstep: Class 27 contains 4001 members Mstep: Class 28 contains 1354 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 378 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3666 members Entering Unmasked Estep ConsiderDeletion Score: -1239929.125000 Penalty: 13445.452148 Iteration 113Q: 38 clusters Score -1239929 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1317 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1065 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3449 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2854 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 382 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3695 members Entering Unmasked Estep ConsiderDeletion Score: -1239942.500000 Penalty: 13445.452148 Iteration 114Q: 38 clusters Score -1239942 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1291 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1064 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3449 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2854 members Mstep: Class 27 contains 3998 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 384 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3721 members Entering Unmasked Estep ConsiderDeletion Score: -1239950.000000 Penalty: 13445.452148 Iteration 115Q: 38 clusters Score -1239950 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1277 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3449 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1836 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2853 members Mstep: Class 27 contains 3995 members Mstep: Class 28 contains 1356 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3737 members Entering Unmasked Estep ConsiderDeletion Score: -1239954.750000 Penalty: 13445.452148 Iteration 116Q: 38 clusters Score -1239955 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1266 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1068 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 520 members Mstep: Class 17 contains 3448 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1835 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2853 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3750 members Entering Unmasked Estep ConsiderDeletion Score: -1239957.250000 Penalty: 13445.452148 Iteration 117Q: 38 clusters Score -1239957 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1253 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 520 members Mstep: Class 17 contains 3447 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2853 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3764 members Entering Unmasked Estep ConsiderDeletion Score: -1239953.500000 Penalty: 13445.452148 Iteration 118Q: 38 clusters Score -1239954 nChanged 18 Entering ConstructFrom: Score: -1239953.500000 Penalty: 13445.452148 Entering ConstructFrom: Trying to split cluster 1 (5856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Entering Unmasked Estep Score: -141664.531250 Penalty: 286.282349 Iteration 0F: 2 clusters Score -141664.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -137847.250000 Penalty: 572.564697 Iteration 0F: 3 clusters Score -137847.2 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -139479.156250 Penalty: 572.564697 Iteration 1F: 3 clusters Score -139479.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -139696.218750 Penalty: 572.564697 Iteration 2F: 3 clusters Score -139696.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -139867.796875 Penalty: 572.564697 Iteration 3F: 3 clusters Score -139867.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -140021.890625 Penalty: 572.564697 Iteration 4F: 3 clusters Score -140021.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -140212.265625 Penalty: 572.564697 Iteration 5Q: 3 clusters Score -140212.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -140403.765625 Penalty: 572.564697 Iteration 6Q: 3 clusters Score -140403.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -140591.906250 Penalty: 572.564697 Iteration 7Q: 3 clusters Score -140591.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -140783.734375 Penalty: 572.564697 Iteration 8Q: 3 clusters Score -140783.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -140918.796875 Penalty: 572.564697 Iteration 9Q: 3 clusters Score -140918.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -141012.140625 Penalty: 572.564697 Iteration 10Q: 3 clusters Score -141012.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -141078.125000 Penalty: 572.564697 Iteration 11Q: 3 clusters Score -141078.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -141138.671875 Penalty: 572.564697 Iteration 12Q: 3 clusters Score -141138.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -141182.343750 Penalty: 572.564697 Iteration 13Q: 3 clusters Score -141182.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -141220.046875 Penalty: 572.564697 Iteration 14Q: 3 clusters Score -141220 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -141255.984375 Penalty: 572.564697 Iteration 15Q: 3 clusters Score -141256 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -141289.593750 Penalty: 572.564697 Iteration 16Q: 3 clusters Score -141289.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -141323.156250 Penalty: 572.564697 Iteration 17Q: 3 clusters Score -141323.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -141353.359375 Penalty: 572.564697 Iteration 18Q: 3 clusters Score -141353.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -141372.718750 Penalty: 572.564697 Iteration 19Q: 3 clusters Score -141372.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -141388.375000 Penalty: 572.564697 Iteration 20F: 3 clusters Score -141388.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -141402.765625 Penalty: 572.564697 Iteration 21Q: 3 clusters Score -141402.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -141413.937500 Penalty: 572.564697 Iteration 22Q: 3 clusters Score -141413.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -141426.453125 Penalty: 572.564697 Iteration 23Q: 3 clusters Score -141426.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -141438.109375 Penalty: 572.564697 Iteration 24Q: 3 clusters Score -141438.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -141441.000000 Penalty: 572.564697 Iteration 25Q: 3 clusters Score -141441 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -141444.484375 Penalty: 572.564697 Iteration 26Q: 3 clusters Score -141444.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -141446.781250 Penalty: 572.564697 Iteration 27Q: 3 clusters Score -141446.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -141448.687500 Penalty: 572.564697 Iteration 28Q: 3 clusters Score -141448.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -141451.078125 Penalty: 572.564697 Iteration 29Q: 3 clusters Score -141451.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -141452.171875 Penalty: 572.564697 Iteration 30Q: 3 clusters Score -141452.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -141453.062500 Penalty: 572.564697 Iteration 31Q: 3 clusters Score -141453.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -141453.062500 Penalty: 572.564697 Iteration 32F: 3 clusters Score -141453.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -7509.684570 Penalty: 195.412094 Iteration 0F: 2 clusters Score -7509.685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -7161.269043 Penalty: 390.824188 Iteration 0F: 3 clusters Score -7161.269 nChanged 134 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: -7240.381836 Penalty: 390.824188 Iteration 1F: 3 clusters Score -7240.382 nChanged 30 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: -7262.124023 Penalty: 390.824188 Iteration 2F: 3 clusters Score -7262.124 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7286.671387 Penalty: 390.824188 Iteration 3F: 3 clusters Score -7286.671 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7301.336426 Penalty: 390.824188 Iteration 4F: 3 clusters Score -7301.336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -7317.637207 Penalty: 390.824188 Iteration 5Q: 3 clusters Score -7317.637 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -7333.907227 Penalty: 390.824188 Iteration 6Q: 3 clusters Score -7333.907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -7343.605957 Penalty: 390.824188 Iteration 7Q: 3 clusters Score -7343.606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -7350.580566 Penalty: 390.824188 Iteration 8Q: 3 clusters Score -7350.581 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -7355.088379 Penalty: 390.824188 Iteration 9Q: 3 clusters Score -7355.088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -7362.078613 Penalty: 390.824188 Iteration 10Q: 3 clusters Score -7362.079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7367.122070 Penalty: 390.824188 Iteration 11Q: 3 clusters Score -7367.122 nChanged 6 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: -7370.024414 Penalty: 390.824188 Iteration 12Q: 3 clusters Score -7370.024 nChanged 5 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: -7373.758301 Penalty: 390.824188 Iteration 13Q: 3 clusters Score -7373.758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -7376.737793 Penalty: 390.824188 Iteration 14Q: 3 clusters Score -7376.738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -7376.737793 Penalty: 390.824188 Iteration 15F: 3 clusters Score -7376.738 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Entering Unmasked Estep Score: -25909.388672 Penalty: 235.027969 Iteration 0F: 2 clusters Score -25909.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -24996.093750 Penalty: 470.055939 Iteration 0F: 3 clusters Score -24996.09 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -25352.609375 Penalty: 470.055939 Iteration 1F: 3 clusters Score -25352.61 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -25412.001953 Penalty: 470.055939 Iteration 2F: 3 clusters Score -25412 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -25458.417969 Penalty: 470.055939 Iteration 3Q: 3 clusters Score -25458.42 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -25490.332031 Penalty: 470.055939 Iteration 4Q: 3 clusters Score -25490.33 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -25523.150391 Penalty: 470.055939 Iteration 5Q: 3 clusters Score -25523.15 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -25555.851562 Penalty: 470.055939 Iteration 6Q: 3 clusters Score -25555.85 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -25579.187500 Penalty: 470.055939 Iteration 7Q: 3 clusters Score -25579.19 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -25594.734375 Penalty: 470.055939 Iteration 8Q: 3 clusters Score -25594.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -25605.070312 Penalty: 470.055939 Iteration 9Q: 3 clusters Score -25605.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -25609.185547 Penalty: 470.055939 Iteration 10Q: 3 clusters Score -25609.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -25611.029297 Penalty: 470.055939 Iteration 11Q: 3 clusters Score -25611.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -25614.003906 Penalty: 470.055939 Iteration 12Q: 3 clusters Score -25614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -25615.939453 Penalty: 470.055939 Iteration 13Q: 3 clusters Score -25615.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -25617.685547 Penalty: 470.055939 Iteration 14Q: 3 clusters Score -25617.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -25619.091797 Penalty: 470.055939 Iteration 15Q: 3 clusters Score -25619.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -25620.564453 Penalty: 470.055939 Iteration 16Q: 3 clusters Score -25620.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -25622.113281 Penalty: 470.055939 Iteration 17Q: 3 clusters Score -25622.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -25622.392578 Penalty: 470.055939 Iteration 18Q: 3 clusters Score -25622.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -25622.525391 Penalty: 470.055939 Iteration 19Q: 3 clusters Score -25622.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -25622.654297 Penalty: 470.055939 Iteration 20F: 3 clusters Score -25622.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -25623.041016 Penalty: 470.055939 Iteration 21Q: 3 clusters Score -25623.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -25623.597656 Penalty: 470.055939 Iteration 22Q: 3 clusters Score -25623.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -25624.568359 Penalty: 470.055939 Iteration 23Q: 3 clusters Score -25624.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -25626.263672 Penalty: 470.055939 Iteration 24Q: 3 clusters Score -25626.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -25628.412109 Penalty: 470.055939 Iteration 25Q: 3 clusters Score -25628.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -25629.011719 Penalty: 470.055939 Iteration 26Q: 3 clusters Score -25629.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -25629.398438 Penalty: 470.055939 Iteration 27Q: 3 clusters Score -25629.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -25629.531250 Penalty: 470.055939 Iteration 28Q: 3 clusters Score -25629.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -25629.603516 Penalty: 470.055939 Iteration 29Q: 3 clusters Score -25629.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -25630.158203 Penalty: 470.055939 Iteration 30Q: 3 clusters Score -25630.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -25630.376953 Penalty: 470.055939 Iteration 31Q: 3 clusters Score -25630.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -25630.718750 Penalty: 470.055939 Iteration 32Q: 3 clusters Score -25630.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -25630.839844 Penalty: 470.055939 Iteration 33Q: 3 clusters Score -25630.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -25630.839844 Penalty: 470.055939 Iteration 34F: 3 clusters Score -25630.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Entering Unmasked Estep Score: -14233.181641 Penalty: 211.043640 Iteration 0F: 2 clusters Score -14233.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -13736.190430 Penalty: 422.087280 Iteration 0F: 3 clusters Score -13736.19 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -13872.639648 Penalty: 422.087280 Iteration 1F: 3 clusters Score -13872.64 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -13906.463867 Penalty: 422.087280 Iteration 2F: 3 clusters Score -13906.46 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -13929.655273 Penalty: 422.087280 Iteration 3F: 3 clusters Score -13929.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13938.692383 Penalty: 422.087280 Iteration 4Q: 3 clusters Score -13938.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -13948.570312 Penalty: 422.087280 Iteration 5Q: 3 clusters Score -13948.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -13954.748047 Penalty: 422.087280 Iteration 6Q: 3 clusters Score -13954.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -13959.540039 Penalty: 422.087280 Iteration 7Q: 3 clusters Score -13959.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -13960.462891 Penalty: 422.087280 Iteration 8Q: 3 clusters Score -13960.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -13960.845703 Penalty: 422.087280 Iteration 9Q: 3 clusters Score -13960.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -13961.708008 Penalty: 422.087280 Iteration 10Q: 3 clusters Score -13961.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -13962.670898 Penalty: 422.087280 Iteration 11Q: 3 clusters Score -13962.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -13963.062500 Penalty: 422.087280 Iteration 12Q: 3 clusters Score -13963.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -13963.429688 Penalty: 422.087280 Iteration 13Q: 3 clusters Score -13963.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -13964.471680 Penalty: 422.087280 Iteration 14Q: 3 clusters Score -13964.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -13964.942383 Penalty: 422.087280 Iteration 15Q: 3 clusters Score -13964.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -13966.062500 Penalty: 422.087280 Iteration 16Q: 3 clusters Score -13966.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -13966.770508 Penalty: 422.087280 Iteration 17Q: 3 clusters Score -13966.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -13968.133789 Penalty: 422.087280 Iteration 18Q: 3 clusters Score -13968.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13969.383789 Penalty: 422.087280 Iteration 19Q: 3 clusters Score -13969.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -13970.532227 Penalty: 422.087280 Iteration 20F: 3 clusters Score -13970.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -13971.095703 Penalty: 422.087280 Iteration 21Q: 3 clusters Score -13971.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -13971.095703 Penalty: 422.087280 Iteration 22F: 3 clusters Score -13971.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Entering Unmasked Estep Score: -16583.207031 Penalty: 218.506378 Iteration 0F: 2 clusters Score -16583.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -16019.796875 Penalty: 437.012756 Iteration 0F: 3 clusters Score -16019.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -16217.940430 Penalty: 437.012756 Iteration 1F: 3 clusters Score -16217.94 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -16255.491211 Penalty: 437.012756 Iteration 2F: 3 clusters Score -16255.49 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -16283.334961 Penalty: 437.012756 Iteration 3F: 3 clusters Score -16283.33 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -16310.809570 Penalty: 437.012756 Iteration 4Q: 3 clusters Score -16310.81 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -16334.899414 Penalty: 437.012756 Iteration 5Q: 3 clusters Score -16334.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -16354.304688 Penalty: 437.012756 Iteration 6Q: 3 clusters Score -16354.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -16363.808594 Penalty: 437.012756 Iteration 7Q: 3 clusters Score -16363.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -16374.693359 Penalty: 437.012756 Iteration 8Q: 3 clusters Score -16374.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -16389.121094 Penalty: 437.012756 Iteration 9Q: 3 clusters Score -16389.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -16403.466797 Penalty: 437.012756 Iteration 10Q: 3 clusters Score -16403.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -16411.765625 Penalty: 437.012756 Iteration 11Q: 3 clusters Score -16411.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -16419.283203 Penalty: 437.012756 Iteration 12Q: 3 clusters Score -16419.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -16423.671875 Penalty: 437.012756 Iteration 13Q: 3 clusters Score -16423.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16426.660156 Penalty: 437.012756 Iteration 14Q: 3 clusters Score -16426.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -16430.492188 Penalty: 437.012756 Iteration 15Q: 3 clusters Score -16430.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -16431.619141 Penalty: 437.012756 Iteration 16Q: 3 clusters Score -16431.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -16436.675781 Penalty: 437.012756 Iteration 17Q: 3 clusters Score -16436.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16439.466797 Penalty: 437.012756 Iteration 18Q: 3 clusters Score -16439.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -16440.824219 Penalty: 437.012756 Iteration 19Q: 3 clusters Score -16440.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -16442.585938 Penalty: 437.012756 Iteration 20F: 3 clusters Score -16442.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -16443.748047 Penalty: 437.012756 Iteration 21Q: 3 clusters Score -16443.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -16444.945312 Penalty: 437.012756 Iteration 22Q: 3 clusters Score -16444.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -16446.330078 Penalty: 437.012756 Iteration 23Q: 3 clusters Score -16446.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -16450.148438 Penalty: 437.012756 Iteration 24Q: 3 clusters Score -16450.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -16452.582031 Penalty: 437.012756 Iteration 25Q: 3 clusters Score -16452.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -16453.025391 Penalty: 437.012756 Iteration 26Q: 3 clusters Score -16453.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -16453.826172 Penalty: 437.012756 Iteration 27Q: 3 clusters Score -16453.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -16453.945312 Penalty: 437.012756 Iteration 28Q: 3 clusters Score -16453.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -16454.750000 Penalty: 437.012756 Iteration 29Q: 3 clusters Score -16454.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -16456.132812 Penalty: 437.012756 Iteration 30Q: 3 clusters Score -16456.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -16458.111328 Penalty: 437.012756 Iteration 31Q: 3 clusters Score -16458.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -16458.494141 Penalty: 437.012756 Iteration 32Q: 3 clusters Score -16458.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -16458.853516 Penalty: 437.012756 Iteration 33Q: 3 clusters Score -16458.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -16458.853516 Penalty: 437.012756 Iteration 34F: 3 clusters Score -16458.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Entering Unmasked Estep Score: -67979.953125 Penalty: 262.121399 Iteration 0F: 2 clusters Score -67979.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -66066.179688 Penalty: 524.242798 Iteration 0F: 3 clusters Score -66066.18 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -66891.726562 Penalty: 524.242798 Iteration 1F: 3 clusters Score -66891.73 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -67055.609375 Penalty: 524.242798 Iteration 2F: 3 clusters Score -67055.61 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -67231.078125 Penalty: 524.242798 Iteration 3F: 3 clusters Score -67231.08 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -67422.148438 Penalty: 524.242798 Iteration 4F: 3 clusters Score -67422.15 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -67571.445312 Penalty: 524.242798 Iteration 5F: 3 clusters Score -67571.45 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -67659.171875 Penalty: 524.242798 Iteration 6Q: 3 clusters Score -67659.17 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -67709.437500 Penalty: 524.242798 Iteration 7Q: 3 clusters Score -67709.44 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -67742.281250 Penalty: 524.242798 Iteration 8Q: 3 clusters Score -67742.28 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -67768.765625 Penalty: 524.242798 Iteration 9Q: 3 clusters Score -67768.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -67783.984375 Penalty: 524.242798 Iteration 10Q: 3 clusters Score -67783.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -67789.507812 Penalty: 524.242798 Iteration 11Q: 3 clusters Score -67789.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -67792.031250 Penalty: 524.242798 Iteration 12Q: 3 clusters Score -67792.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -67795.570312 Penalty: 524.242798 Iteration 13Q: 3 clusters Score -67795.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -67797.554688 Penalty: 524.242798 Iteration 14Q: 3 clusters Score -67797.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -67798.851562 Penalty: 524.242798 Iteration 15Q: 3 clusters Score -67798.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -67800.046875 Penalty: 524.242798 Iteration 16Q: 3 clusters Score -67800.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -67802.093750 Penalty: 524.242798 Iteration 17Q: 3 clusters Score -67802.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -67802.656250 Penalty: 524.242798 Iteration 18Q: 3 clusters Score -67802.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -67802.843750 Penalty: 524.242798 Iteration 19Q: 3 clusters Score -67802.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -67802.960938 Penalty: 524.242798 Iteration 20F: 3 clusters Score -67802.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -67803.125000 Penalty: 524.242798 Iteration 21Q: 3 clusters Score -67803.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -67803.882812 Penalty: 524.242798 Iteration 22Q: 3 clusters Score -67803.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -67804.351562 Penalty: 524.242798 Iteration 23Q: 3 clusters Score -67804.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -67804.515625 Penalty: 524.242798 Iteration 24Q: 3 clusters Score -67804.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -67804.515625 Penalty: 524.242798 Iteration 25F: 3 clusters Score -67804.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -12171.940430 Penalty: 205.279480 Iteration 0F: 2 clusters Score -12171.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -11738.956055 Penalty: 410.558960 Iteration 0F: 3 clusters Score -11738.96 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -11873.620117 Penalty: 410.558960 Iteration 1F: 3 clusters Score -11873.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -11923.886719 Penalty: 410.558960 Iteration 2F: 3 clusters Score -11923.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -11950.744141 Penalty: 410.558960 Iteration 3F: 3 clusters Score -11950.74 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -11969.721680 Penalty: 410.558960 Iteration 4Q: 3 clusters Score -11969.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -11982.255859 Penalty: 410.558960 Iteration 5Q: 3 clusters Score -11982.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -11992.364258 Penalty: 410.558960 Iteration 6Q: 3 clusters Score -11992.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -12001.261719 Penalty: 410.558960 Iteration 7Q: 3 clusters Score -12001.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -12008.666016 Penalty: 410.558960 Iteration 8Q: 3 clusters Score -12008.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -12015.352539 Penalty: 410.558960 Iteration 9Q: 3 clusters Score -12015.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -12020.481445 Penalty: 410.558960 Iteration 10Q: 3 clusters Score -12020.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -12025.236328 Penalty: 410.558960 Iteration 11Q: 3 clusters Score -12025.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -12026.145508 Penalty: 410.558960 Iteration 12Q: 3 clusters Score -12026.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -12026.145508 Penalty: 410.558960 Iteration 13F: 3 clusters Score -12026.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Entering Unmasked Estep Score: -4560.264160 Penalty: 184.379211 Iteration 0F: 2 clusters Score -4560.264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -4265.904297 Penalty: 368.758423 Iteration 0F: 3 clusters Score -4265.904 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -4358.648926 Penalty: 368.758423 Iteration 1F: 3 clusters Score -4358.649 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -4378.155762 Penalty: 368.758423 Iteration 2F: 3 clusters Score -4378.156 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -4391.564453 Penalty: 368.758423 Iteration 3Q: 3 clusters Score -4391.564 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -4404.937012 Penalty: 368.758423 Iteration 4F: 3 clusters Score -4404.937 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -4411.463867 Penalty: 368.758423 Iteration 5Q: 3 clusters Score -4411.464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -4412.482422 Penalty: 368.758423 Iteration 6Q: 3 clusters Score -4412.482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -4413.940430 Penalty: 368.758423 Iteration 7Q: 3 clusters Score -4413.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -4415.245605 Penalty: 368.758423 Iteration 8Q: 3 clusters Score -4415.246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -4416.721191 Penalty: 368.758423 Iteration 9Q: 3 clusters Score -4416.721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -4416.721191 Penalty: 368.758423 Iteration 10F: 3 clusters Score -4416.721 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (80 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Entering Unmasked Estep Score: -1600.299683 Penalty: 144.606873 Iteration 0F: 2 clusters Score -1600.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1448.565918 Penalty: 289.213745 Iteration 0F: 3 clusters Score -1448.566 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -1477.998535 Penalty: 289.213745 Iteration 1F: 3 clusters Score -1477.999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1488.955078 Penalty: 289.213745 Iteration 2F: 3 clusters Score -1488.955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -1495.270752 Penalty: 289.213745 Iteration 3Q: 3 clusters Score -1495.271 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -1502.354370 Penalty: 289.213745 Iteration 4Q: 3 clusters Score -1502.354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -1503.914795 Penalty: 289.213745 Iteration 5Q: 3 clusters Score -1503.915 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -1503.914795 Penalty: 289.213745 Iteration 6F: 3 clusters Score -1503.915 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Entering Unmasked Estep Score: -24640.798828 Penalty: 240.331116 Iteration 0F: 2 clusters Score -24640.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -23666.650391 Penalty: 480.662231 Iteration 0F: 3 clusters Score -23666.65 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -24036.798828 Penalty: 480.662231 Iteration 1F: 3 clusters Score -24036.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -24147.199219 Penalty: 480.662231 Iteration 2F: 3 clusters Score -24147.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -24266.601562 Penalty: 480.662231 Iteration 3F: 3 clusters Score -24266.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -24373.632812 Penalty: 480.662231 Iteration 4F: 3 clusters Score -24373.63 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -24451.628906 Penalty: 480.662231 Iteration 5F: 3 clusters Score -24451.63 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -24498.339844 Penalty: 480.662231 Iteration 6Q: 3 clusters Score -24498.34 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -24528.105469 Penalty: 480.662231 Iteration 7Q: 3 clusters Score -24528.11 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -24542.218750 Penalty: 480.662231 Iteration 8Q: 3 clusters Score -24542.22 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -24550.986328 Penalty: 480.662231 Iteration 9Q: 3 clusters Score -24550.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -24555.857422 Penalty: 480.662231 Iteration 10Q: 3 clusters Score -24555.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -24560.695312 Penalty: 480.662231 Iteration 11Q: 3 clusters Score -24560.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -24564.189453 Penalty: 480.662231 Iteration 12Q: 3 clusters Score -24564.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -24567.716797 Penalty: 480.662231 Iteration 13Q: 3 clusters Score -24567.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -24570.048828 Penalty: 480.662231 Iteration 14Q: 3 clusters Score -24570.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -24570.308594 Penalty: 480.662231 Iteration 15Q: 3 clusters Score -24570.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -24570.628906 Penalty: 480.662231 Iteration 16Q: 3 clusters Score -24570.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -24570.628906 Penalty: 480.662231 Iteration 17F: 3 clusters Score -24570.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Entering Unmasked Estep Score: -24443.220703 Penalty: 230.096008 Iteration 0F: 2 clusters Score -24443.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -23658.324219 Penalty: 460.192017 Iteration 0F: 3 clusters Score -23658.32 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -23916.470703 Penalty: 460.192017 Iteration 1F: 3 clusters Score -23916.47 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23971.166016 Penalty: 460.192017 Iteration 2F: 3 clusters Score -23971.17 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -24019.156250 Penalty: 460.192017 Iteration 3F: 3 clusters Score -24019.16 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -24048.419922 Penalty: 460.192017 Iteration 4Q: 3 clusters Score -24048.42 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -24077.193359 Penalty: 460.192017 Iteration 5Q: 3 clusters Score -24077.19 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -24109.095703 Penalty: 460.192017 Iteration 6Q: 3 clusters Score -24109.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -24144.367188 Penalty: 460.192017 Iteration 7Q: 3 clusters Score -24144.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -24167.224609 Penalty: 460.192017 Iteration 8Q: 3 clusters Score -24167.22 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -24194.445312 Penalty: 460.192017 Iteration 9Q: 3 clusters Score -24194.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -24218.148438 Penalty: 460.192017 Iteration 10Q: 3 clusters Score -24218.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -24241.054688 Penalty: 460.192017 Iteration 11Q: 3 clusters Score -24241.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24252.480469 Penalty: 460.192017 Iteration 12Q: 3 clusters Score -24252.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24259.218750 Penalty: 460.192017 Iteration 13Q: 3 clusters Score -24259.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -24261.582031 Penalty: 460.192017 Iteration 14Q: 3 clusters Score -24261.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -24266.748047 Penalty: 460.192017 Iteration 15Q: 3 clusters Score -24266.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -24267.761719 Penalty: 460.192017 Iteration 16Q: 3 clusters Score -24267.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -24267.761719 Penalty: 460.192017 Iteration 17F: 3 clusters Score -24267.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -13456.076172 Penalty: 207.925934 Iteration 0F: 2 clusters Score -13456.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -13003.613281 Penalty: 415.851868 Iteration 0F: 3 clusters Score -13003.61 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13161.375000 Penalty: 415.851868 Iteration 1F: 3 clusters Score -13161.38 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13219.530273 Penalty: 415.851868 Iteration 2F: 3 clusters Score -13219.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13254.188477 Penalty: 415.851868 Iteration 3F: 3 clusters Score -13254.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13265.941406 Penalty: 415.851868 Iteration 4Q: 3 clusters Score -13265.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -13269.925781 Penalty: 415.851868 Iteration 5Q: 3 clusters Score -13269.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -13275.592773 Penalty: 415.851868 Iteration 6Q: 3 clusters Score -13275.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -13278.687500 Penalty: 415.851868 Iteration 7Q: 3 clusters Score -13278.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13280.052734 Penalty: 415.851868 Iteration 8Q: 3 clusters Score -13280.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -13282.885742 Penalty: 415.851868 Iteration 9Q: 3 clusters Score -13282.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -13285.503906 Penalty: 415.851868 Iteration 10Q: 3 clusters Score -13285.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -13287.710938 Penalty: 415.851868 Iteration 11Q: 3 clusters Score -13287.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13290.272461 Penalty: 415.851868 Iteration 12Q: 3 clusters Score -13290.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13290.576172 Penalty: 415.851868 Iteration 13Q: 3 clusters Score -13290.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -13290.816406 Penalty: 415.851868 Iteration 14Q: 3 clusters Score -13290.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -13291.208008 Penalty: 415.851868 Iteration 15Q: 3 clusters Score -13291.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -13291.587891 Penalty: 415.851868 Iteration 16Q: 3 clusters Score -13291.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -13291.587891 Penalty: 415.851868 Iteration 17F: 3 clusters Score -13291.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -17848.201172 Penalty: 218.637955 Iteration 0F: 2 clusters Score -17848.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -17266.710938 Penalty: 437.275909 Iteration 0F: 3 clusters Score -17266.71 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -17459.910156 Penalty: 437.275909 Iteration 1F: 3 clusters Score -17459.91 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -17500.107422 Penalty: 437.275909 Iteration 2F: 3 clusters Score -17500.11 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -17535.517578 Penalty: 437.275909 Iteration 3F: 3 clusters Score -17535.52 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -17572.355469 Penalty: 437.275909 Iteration 4F: 3 clusters Score -17572.36 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -17598.232422 Penalty: 437.275909 Iteration 5F: 3 clusters Score -17598.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -17612.800781 Penalty: 437.275909 Iteration 6Q: 3 clusters Score -17612.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -17631.117188 Penalty: 437.275909 Iteration 7Q: 3 clusters Score -17631.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -17640.341797 Penalty: 437.275909 Iteration 8Q: 3 clusters Score -17640.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -17650.414062 Penalty: 437.275909 Iteration 9Q: 3 clusters Score -17650.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -17662.626953 Penalty: 437.275909 Iteration 10Q: 3 clusters Score -17662.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -17670.871094 Penalty: 437.275909 Iteration 11Q: 3 clusters Score -17670.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -17675.421875 Penalty: 437.275909 Iteration 12Q: 3 clusters Score -17675.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -17677.304688 Penalty: 437.275909 Iteration 13Q: 3 clusters Score -17677.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -17680.685547 Penalty: 437.275909 Iteration 14Q: 3 clusters Score -17680.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -17683.369141 Penalty: 437.275909 Iteration 15Q: 3 clusters Score -17683.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -17685.382812 Penalty: 437.275909 Iteration 16Q: 3 clusters Score -17685.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -17685.554688 Penalty: 437.275909 Iteration 17Q: 3 clusters Score -17685.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -17685.554688 Penalty: 437.275909 Iteration 18F: 3 clusters Score -17685.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Entering Unmasked Estep Score: -16939.791016 Penalty: 217.525238 Iteration 0F: 2 clusters Score -16939.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -16351.017578 Penalty: 435.050476 Iteration 0F: 3 clusters Score -16351.02 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -16537.164062 Penalty: 435.050476 Iteration 1F: 3 clusters Score -16537.16 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -16592.939453 Penalty: 435.050476 Iteration 2F: 3 clusters Score -16592.94 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -16639.011719 Penalty: 435.050476 Iteration 3F: 3 clusters Score -16639.01 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -16666.767578 Penalty: 435.050476 Iteration 4Q: 3 clusters Score -16666.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -16681.160156 Penalty: 435.050476 Iteration 5Q: 3 clusters Score -16681.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -16697.568359 Penalty: 435.050476 Iteration 6Q: 3 clusters Score -16697.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -16718.488281 Penalty: 435.050476 Iteration 7Q: 3 clusters Score -16718.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -16733.386719 Penalty: 435.050476 Iteration 8Q: 3 clusters Score -16733.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -16743.439453 Penalty: 435.050476 Iteration 9Q: 3 clusters Score -16743.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -16759.125000 Penalty: 435.050476 Iteration 10Q: 3 clusters Score -16759.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -16769.857422 Penalty: 435.050476 Iteration 11Q: 3 clusters Score -16769.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -16771.404297 Penalty: 435.050476 Iteration 12Q: 3 clusters Score -16771.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -16772.080078 Penalty: 435.050476 Iteration 13Q: 3 clusters Score -16772.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -16772.310547 Penalty: 435.050476 Iteration 14Q: 3 clusters Score -16772.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -16772.310547 Penalty: 435.050476 Iteration 15F: 3 clusters Score -16772.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Entering Unmasked Estep Score: -18954.287109 Penalty: 216.420532 Iteration 0F: 2 clusters Score -18954.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -18386.599609 Penalty: 432.841064 Iteration 0F: 3 clusters Score -18386.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -18529.728516 Penalty: 432.841064 Iteration 1F: 3 clusters Score -18529.73 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -18555.095703 Penalty: 432.841064 Iteration 2F: 3 clusters Score -18555.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -18569.974609 Penalty: 432.841064 Iteration 3Q: 3 clusters Score -18569.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -18583.634766 Penalty: 432.841064 Iteration 4Q: 3 clusters Score -18583.63 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -18601.439453 Penalty: 432.841064 Iteration 5Q: 3 clusters Score -18601.44 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -18620.767578 Penalty: 432.841064 Iteration 6Q: 3 clusters Score -18620.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -18634.775391 Penalty: 432.841064 Iteration 7Q: 3 clusters Score -18634.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18646.429688 Penalty: 432.841064 Iteration 8Q: 3 clusters Score -18646.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18652.314453 Penalty: 432.841064 Iteration 9Q: 3 clusters Score -18652.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18659.445312 Penalty: 432.841064 Iteration 10Q: 3 clusters Score -18659.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -18668.244141 Penalty: 432.841064 Iteration 11Q: 3 clusters Score -18668.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18678.884766 Penalty: 432.841064 Iteration 12Q: 3 clusters Score -18678.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18687.876953 Penalty: 432.841064 Iteration 13Q: 3 clusters Score -18687.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -18696.732422 Penalty: 432.841064 Iteration 14Q: 3 clusters Score -18696.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -18708.708984 Penalty: 432.841064 Iteration 15Q: 3 clusters Score -18708.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -18722.093750 Penalty: 432.841064 Iteration 16Q: 3 clusters Score -18722.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18733.009766 Penalty: 432.841064 Iteration 17Q: 3 clusters Score -18733.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -18742.267578 Penalty: 432.841064 Iteration 18Q: 3 clusters Score -18742.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18747.388672 Penalty: 432.841064 Iteration 19Q: 3 clusters Score -18747.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18750.732422 Penalty: 432.841064 Iteration 20F: 3 clusters Score -18750.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18753.750000 Penalty: 432.841064 Iteration 21Q: 3 clusters Score -18753.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -18757.837891 Penalty: 432.841064 Iteration 22Q: 3 clusters Score -18757.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -18757.837891 Penalty: 432.841064 Iteration 23F: 3 clusters Score -18757.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -7705.428223 Penalty: 206.439758 Iteration 0F: 2 clusters Score -7705.428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -7259.071777 Penalty: 412.879517 Iteration 0F: 3 clusters Score -7259.072 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -7424.357422 Penalty: 412.879517 Iteration 1F: 3 clusters Score -7424.357 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -7477.716797 Penalty: 412.879517 Iteration 2F: 3 clusters Score -7477.717 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -7516.475098 Penalty: 412.879517 Iteration 3F: 3 clusters Score -7516.475 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -7549.759766 Penalty: 412.879517 Iteration 4F: 3 clusters Score -7549.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -7579.132324 Penalty: 412.879517 Iteration 5Q: 3 clusters Score -7579.132 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -7597.159180 Penalty: 412.879517 Iteration 6Q: 3 clusters Score -7597.159 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -7608.047852 Penalty: 412.879517 Iteration 7Q: 3 clusters Score -7608.048 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -7612.604980 Penalty: 412.879517 Iteration 8Q: 3 clusters Score -7612.605 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -7614.724609 Penalty: 412.879517 Iteration 9Q: 3 clusters Score -7614.725 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -7617.260254 Penalty: 412.879517 Iteration 10Q: 3 clusters Score -7617.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -7624.815430 Penalty: 412.879517 Iteration 11Q: 3 clusters Score -7624.815 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -7636.033691 Penalty: 412.879517 Iteration 12Q: 3 clusters Score -7636.034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -7638.190430 Penalty: 412.879517 Iteration 13Q: 3 clusters Score -7638.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -7639.276855 Penalty: 412.879517 Iteration 14Q: 3 clusters Score -7639.277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -7641.960938 Penalty: 412.879517 Iteration 15Q: 3 clusters Score -7641.961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -7642.546387 Penalty: 412.879517 Iteration 16Q: 3 clusters Score -7642.546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -7643.375488 Penalty: 412.879517 Iteration 17Q: 3 clusters Score -7643.375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -7643.882324 Penalty: 412.879517 Iteration 18Q: 3 clusters Score -7643.882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -7644.998047 Penalty: 412.879517 Iteration 19Q: 3 clusters Score -7644.998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -7646.074707 Penalty: 412.879517 Iteration 20F: 3 clusters Score -7646.075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -7647.070801 Penalty: 412.879517 Iteration 21Q: 3 clusters Score -7647.071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -7647.593750 Penalty: 412.879517 Iteration 22Q: 3 clusters Score -7647.594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -7648.096680 Penalty: 412.879517 Iteration 23Q: 3 clusters Score -7648.097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -7649.989746 Penalty: 412.879517 Iteration 24Q: 3 clusters Score -7649.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -7650.621094 Penalty: 412.879517 Iteration 25Q: 3 clusters Score -7650.621 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -7651.051270 Penalty: 412.879517 Iteration 26Q: 3 clusters Score -7651.051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -7651.576660 Penalty: 412.879517 Iteration 27Q: 3 clusters Score -7651.577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -7651.576660 Penalty: 412.879517 Iteration 28F: 3 clusters Score -7651.577 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Entering Unmasked Estep Score: -85072.718750 Penalty: 268.803131 Iteration 0F: 2 clusters Score -85072.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -82744.984375 Penalty: 537.606262 Iteration 0F: 3 clusters Score -82744.98 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -83830.484375 Penalty: 537.606262 Iteration 1F: 3 clusters Score -83830.48 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -84125.125000 Penalty: 537.606262 Iteration 2F: 3 clusters Score -84125.12 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -84397.445312 Penalty: 537.606262 Iteration 3F: 3 clusters Score -84397.45 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -84564.500000 Penalty: 537.606262 Iteration 4F: 3 clusters Score -84564.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -84663.000000 Penalty: 537.606262 Iteration 5Q: 3 clusters Score -84663 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -84722.367188 Penalty: 537.606262 Iteration 6Q: 3 clusters Score -84722.37 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -84763.562500 Penalty: 537.606262 Iteration 7Q: 3 clusters Score -84763.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -84788.492188 Penalty: 537.606262 Iteration 8Q: 3 clusters Score -84788.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -84808.210938 Penalty: 537.606262 Iteration 9Q: 3 clusters Score -84808.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -84820.843750 Penalty: 537.606262 Iteration 10Q: 3 clusters Score -84820.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -84832.679688 Penalty: 537.606262 Iteration 11Q: 3 clusters Score -84832.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -84837.796875 Penalty: 537.606262 Iteration 12Q: 3 clusters Score -84837.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -84840.914062 Penalty: 537.606262 Iteration 13Q: 3 clusters Score -84840.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -84841.687500 Penalty: 537.606262 Iteration 14Q: 3 clusters Score -84841.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -84841.687500 Penalty: 537.606262 Iteration 15F: 3 clusters Score -84841.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -15403.682617 Penalty: 212.865524 Iteration 0F: 2 clusters Score -15403.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -14857.528320 Penalty: 425.731049 Iteration 0F: 3 clusters Score -14857.53 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -14995.648438 Penalty: 425.731049 Iteration 1F: 3 clusters Score -14995.65 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -15034.720703 Penalty: 425.731049 Iteration 2F: 3 clusters Score -15034.72 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -15070.179688 Penalty: 425.731049 Iteration 3F: 3 clusters Score -15070.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -15094.382812 Penalty: 425.731049 Iteration 4Q: 3 clusters Score -15094.38 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -15116.073242 Penalty: 425.731049 Iteration 5Q: 3 clusters Score -15116.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -15129.522461 Penalty: 425.731049 Iteration 6Q: 3 clusters Score -15129.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15143.185547 Penalty: 425.731049 Iteration 7Q: 3 clusters Score -15143.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -15155.072266 Penalty: 425.731049 Iteration 8Q: 3 clusters Score -15155.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -15163.882812 Penalty: 425.731049 Iteration 9Q: 3 clusters Score -15163.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -15170.811523 Penalty: 425.731049 Iteration 10Q: 3 clusters Score -15170.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -15175.333008 Penalty: 425.731049 Iteration 11Q: 3 clusters Score -15175.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -15178.159180 Penalty: 425.731049 Iteration 12Q: 3 clusters Score -15178.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -15180.394531 Penalty: 425.731049 Iteration 13Q: 3 clusters Score -15180.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -15183.261719 Penalty: 425.731049 Iteration 14Q: 3 clusters Score -15183.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -15185.874023 Penalty: 425.731049 Iteration 15Q: 3 clusters Score -15185.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -15189.687500 Penalty: 425.731049 Iteration 16Q: 3 clusters Score -15189.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -15194.570312 Penalty: 425.731049 Iteration 17Q: 3 clusters Score -15194.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -15197.302734 Penalty: 425.731049 Iteration 18Q: 3 clusters Score -15197.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -15198.526367 Penalty: 425.731049 Iteration 19Q: 3 clusters Score -15198.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -15199.498047 Penalty: 425.731049 Iteration 20F: 3 clusters Score -15199.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -15199.664062 Penalty: 425.731049 Iteration 21Q: 3 clusters Score -15199.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -15200.062500 Penalty: 425.731049 Iteration 22Q: 3 clusters Score -15200.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -15200.178711 Penalty: 425.731049 Iteration 23Q: 3 clusters Score -15200.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -15200.178711 Penalty: 425.731049 Iteration 24F: 3 clusters Score -15200.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Entering Unmasked Estep Score: -105784.718750 Penalty: 276.796326 Iteration 0F: 2 clusters Score -105784.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -102860.453125 Penalty: 553.592651 Iteration 0F: 3 clusters Score -102860.5 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -104129.351562 Penalty: 553.592651 Iteration 1F: 3 clusters Score -104129.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -104318.757812 Penalty: 553.592651 Iteration 2F: 3 clusters Score -104318.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -104535.773438 Penalty: 553.592651 Iteration 3F: 3 clusters Score -104535.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -104742.945312 Penalty: 553.592651 Iteration 4F: 3 clusters Score -104742.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -104910.554688 Penalty: 553.592651 Iteration 5F: 3 clusters Score -104910.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -105055.101562 Penalty: 553.592651 Iteration 6Q: 3 clusters Score -105055.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -105180.296875 Penalty: 553.592651 Iteration 7Q: 3 clusters Score -105180.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -105257.007812 Penalty: 553.592651 Iteration 8Q: 3 clusters Score -105257 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -105313.750000 Penalty: 553.592651 Iteration 9Q: 3 clusters Score -105313.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -105360.312500 Penalty: 553.592651 Iteration 10Q: 3 clusters Score -105360.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -105387.210938 Penalty: 553.592651 Iteration 11Q: 3 clusters Score -105387.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -105402.476562 Penalty: 553.592651 Iteration 12Q: 3 clusters Score -105402.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -105411.359375 Penalty: 553.592651 Iteration 13Q: 3 clusters Score -105411.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -105417.585938 Penalty: 553.592651 Iteration 14Q: 3 clusters Score -105417.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -105422.468750 Penalty: 553.592651 Iteration 15Q: 3 clusters Score -105422.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -105426.468750 Penalty: 553.592651 Iteration 16Q: 3 clusters Score -105426.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -105431.242188 Penalty: 553.592651 Iteration 17Q: 3 clusters Score -105431.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -105437.570312 Penalty: 553.592651 Iteration 18Q: 3 clusters Score -105437.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -105447.890625 Penalty: 553.592651 Iteration 19Q: 3 clusters Score -105447.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -105460.390625 Penalty: 553.592651 Iteration 20F: 3 clusters Score -105460.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -105471.914062 Penalty: 553.592651 Iteration 21Q: 3 clusters Score -105471.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -105485.554688 Penalty: 553.592651 Iteration 22Q: 3 clusters Score -105485.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -105492.578125 Penalty: 553.592651 Iteration 23Q: 3 clusters Score -105492.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -105496.789062 Penalty: 553.592651 Iteration 24Q: 3 clusters Score -105496.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -105500.648438 Penalty: 553.592651 Iteration 25Q: 3 clusters Score -105500.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -105502.468750 Penalty: 553.592651 Iteration 26Q: 3 clusters Score -105502.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -105503.648438 Penalty: 553.592651 Iteration 27Q: 3 clusters Score -105503.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -105507.546875 Penalty: 553.592651 Iteration 28Q: 3 clusters Score -105507.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -105511.539062 Penalty: 553.592651 Iteration 29Q: 3 clusters Score -105511.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -105517.593750 Penalty: 553.592651 Iteration 30Q: 3 clusters Score -105517.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -105522.960938 Penalty: 553.592651 Iteration 31Q: 3 clusters Score -105523 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -105529.625000 Penalty: 553.592651 Iteration 32Q: 3 clusters Score -105529.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -105538.468750 Penalty: 553.592651 Iteration 33Q: 3 clusters Score -105538.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -105540.648438 Penalty: 553.592651 Iteration 34Q: 3 clusters Score -105540.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -105542.140625 Penalty: 553.592651 Iteration 35Q: 3 clusters Score -105542.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -105542.195312 Penalty: 553.592651 Iteration 36Q: 3 clusters Score -105542.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -105542.468750 Penalty: 553.592651 Iteration 37Q: 3 clusters Score -105542.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -105542.679688 Penalty: 553.592651 Iteration 38Q: 3 clusters Score -105542.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -105542.679688 Penalty: 553.592651 Iteration 39F: 3 clusters Score -105542.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -10198.850586 Penalty: 200.713226 Iteration 0F: 2 clusters Score -10198.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -9797.700195 Penalty: 401.426453 Iteration 0F: 3 clusters Score -9797.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9917.127930 Penalty: 401.426453 Iteration 1F: 3 clusters Score -9917.128 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9960.762695 Penalty: 401.426453 Iteration 2F: 3 clusters Score -9960.763 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9982.874023 Penalty: 401.426453 Iteration 3F: 3 clusters Score -9982.874 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9993.961914 Penalty: 401.426453 Iteration 4Q: 3 clusters Score -9993.962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -10005.110352 Penalty: 401.426453 Iteration 5Q: 3 clusters Score -10005.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10015.690430 Penalty: 401.426453 Iteration 6Q: 3 clusters Score -10015.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -10022.729492 Penalty: 401.426453 Iteration 7Q: 3 clusters Score -10022.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10025.398438 Penalty: 401.426453 Iteration 8Q: 3 clusters Score -10025.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -10028.647461 Penalty: 401.426453 Iteration 9Q: 3 clusters Score -10028.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10033.348633 Penalty: 401.426453 Iteration 10Q: 3 clusters Score -10033.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10035.317383 Penalty: 401.426453 Iteration 11Q: 3 clusters Score -10035.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10035.869141 Penalty: 401.426453 Iteration 12Q: 3 clusters Score -10035.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10035.869141 Penalty: 401.426453 Iteration 13F: 3 clusters Score -10035.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -6800.168945 Penalty: 185.473236 Iteration 0F: 2 clusters Score -6800.169 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -6502.782227 Penalty: 370.946472 Iteration 0F: 3 clusters Score -6502.782 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -6572.392090 Penalty: 370.946472 Iteration 1F: 3 clusters Score -6572.392 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -6596.311523 Penalty: 370.946472 Iteration 2F: 3 clusters Score -6596.312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -6609.219238 Penalty: 370.946472 Iteration 3Q: 3 clusters Score -6609.219 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -6621.736816 Penalty: 370.946472 Iteration 4Q: 3 clusters Score -6621.737 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -6633.815918 Penalty: 370.946472 Iteration 5Q: 3 clusters Score -6633.816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -6638.216309 Penalty: 370.946472 Iteration 6Q: 3 clusters Score -6638.216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -6638.724609 Penalty: 370.946472 Iteration 7Q: 3 clusters Score -6638.725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -6638.724609 Penalty: 370.946472 Iteration 8F: 3 clusters Score -6638.725 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -47991.746094 Penalty: 247.970398 Iteration 0F: 2 clusters Score -47991.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -46713.976562 Penalty: 495.940796 Iteration 0F: 3 clusters Score -46713.98 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -47191.789062 Penalty: 495.940796 Iteration 1F: 3 clusters Score -47191.79 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -47266.781250 Penalty: 495.940796 Iteration 2F: 3 clusters Score -47266.78 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -47334.617188 Penalty: 495.940796 Iteration 3F: 3 clusters Score -47334.62 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -47391.171875 Penalty: 495.940796 Iteration 4F: 3 clusters Score -47391.17 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -47443.300781 Penalty: 495.940796 Iteration 5Q: 3 clusters Score -47443.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -47479.058594 Penalty: 495.940796 Iteration 6Q: 3 clusters Score -47479.06 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -47518.550781 Penalty: 495.940796 Iteration 7Q: 3 clusters Score -47518.55 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -47555.773438 Penalty: 495.940796 Iteration 8Q: 3 clusters Score -47555.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -47583.238281 Penalty: 495.940796 Iteration 9Q: 3 clusters Score -47583.24 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -47601.128906 Penalty: 495.940796 Iteration 10Q: 3 clusters Score -47601.13 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -47612.906250 Penalty: 495.940796 Iteration 11Q: 3 clusters Score -47612.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -47617.613281 Penalty: 495.940796 Iteration 12Q: 3 clusters Score -47617.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -47623.246094 Penalty: 495.940796 Iteration 13Q: 3 clusters Score -47623.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -47628.597656 Penalty: 495.940796 Iteration 14Q: 3 clusters Score -47628.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -47635.683594 Penalty: 495.940796 Iteration 15Q: 3 clusters Score -47635.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -47644.601562 Penalty: 495.940796 Iteration 16Q: 3 clusters Score -47644.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -47655.097656 Penalty: 495.940796 Iteration 17Q: 3 clusters Score -47655.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -47666.089844 Penalty: 495.940796 Iteration 18Q: 3 clusters Score -47666.09 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -47681.359375 Penalty: 495.940796 Iteration 19Q: 3 clusters Score -47681.36 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -47688.730469 Penalty: 495.940796 Iteration 20F: 3 clusters Score -47688.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -47696.113281 Penalty: 495.940796 Iteration 21Q: 3 clusters Score -47696.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -47707.113281 Penalty: 495.940796 Iteration 22Q: 3 clusters Score -47707.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -47715.460938 Penalty: 495.940796 Iteration 23Q: 3 clusters Score -47715.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -47721.835938 Penalty: 495.940796 Iteration 24Q: 3 clusters Score -47721.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -47724.289062 Penalty: 495.940796 Iteration 25Q: 3 clusters Score -47724.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -47726.953125 Penalty: 495.940796 Iteration 26Q: 3 clusters Score -47726.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -47729.539062 Penalty: 495.940796 Iteration 27Q: 3 clusters Score -47729.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -47732.898438 Penalty: 495.940796 Iteration 28Q: 3 clusters Score -47732.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -47738.937500 Penalty: 495.940796 Iteration 29Q: 3 clusters Score -47738.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -47747.019531 Penalty: 495.940796 Iteration 30Q: 3 clusters Score -47747.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -47754.753906 Penalty: 495.940796 Iteration 31Q: 3 clusters Score -47754.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -47760.097656 Penalty: 495.940796 Iteration 32Q: 3 clusters Score -47760.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -47764.257812 Penalty: 495.940796 Iteration 33Q: 3 clusters Score -47764.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -47769.066406 Penalty: 495.940796 Iteration 34Q: 3 clusters Score -47769.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -47774.433594 Penalty: 495.940796 Iteration 35Q: 3 clusters Score -47774.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -47779.886719 Penalty: 495.940796 Iteration 36Q: 3 clusters Score -47779.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -47784.605469 Penalty: 495.940796 Iteration 37Q: 3 clusters Score -47784.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -47787.675781 Penalty: 495.940796 Iteration 38Q: 3 clusters Score -47787.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -47789.558594 Penalty: 495.940796 Iteration 39Q: 3 clusters Score -47789.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -47790.855469 Penalty: 495.940796 Iteration 40F: 3 clusters Score -47790.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -47792.195312 Penalty: 495.940796 Iteration 41Q: 3 clusters Score -47792.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -47793.691406 Penalty: 495.940796 Iteration 42Q: 3 clusters Score -47793.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -47794.722656 Penalty: 495.940796 Iteration 43Q: 3 clusters Score -47794.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -47794.722656 Penalty: 495.940796 Iteration 44F: 3 clusters Score -47794.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Entering Unmasked Estep Score: -59057.781250 Penalty: 257.188354 Iteration 0F: 2 clusters Score -59057.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -57380.226562 Penalty: 514.376709 Iteration 0F: 3 clusters Score -57380.23 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -58051.441406 Penalty: 514.376709 Iteration 1F: 3 clusters Score -58051.44 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -58116.894531 Penalty: 514.376709 Iteration 2F: 3 clusters Score -58116.89 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -58185.863281 Penalty: 514.376709 Iteration 3F: 3 clusters Score -58185.86 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -58259.871094 Penalty: 514.376709 Iteration 4F: 3 clusters Score -58259.87 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -58316.464844 Penalty: 514.376709 Iteration 5Q: 3 clusters Score -58316.46 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -58378.972656 Penalty: 514.376709 Iteration 6Q: 3 clusters Score -58378.97 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -58456.675781 Penalty: 514.376709 Iteration 7Q: 3 clusters Score -58456.68 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -58544.625000 Penalty: 514.376709 Iteration 8Q: 3 clusters Score -58544.62 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -58610.433594 Penalty: 514.376709 Iteration 9Q: 3 clusters Score -58610.43 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -58665.781250 Penalty: 514.376709 Iteration 10Q: 3 clusters Score -58665.78 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -58702.867188 Penalty: 514.376709 Iteration 11Q: 3 clusters Score -58702.87 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -58730.445312 Penalty: 514.376709 Iteration 12Q: 3 clusters Score -58730.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -58754.457031 Penalty: 514.376709 Iteration 13Q: 3 clusters Score -58754.46 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -58778.066406 Penalty: 514.376709 Iteration 14Q: 3 clusters Score -58778.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -58795.449219 Penalty: 514.376709 Iteration 15Q: 3 clusters Score -58795.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -58806.257812 Penalty: 514.376709 Iteration 16Q: 3 clusters Score -58806.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -58812.675781 Penalty: 514.376709 Iteration 17Q: 3 clusters Score -58812.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -58817.375000 Penalty: 514.376709 Iteration 18Q: 3 clusters Score -58817.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -58822.976562 Penalty: 514.376709 Iteration 19Q: 3 clusters Score -58822.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -58830.605469 Penalty: 514.376709 Iteration 20F: 3 clusters Score -58830.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -58836.414062 Penalty: 514.376709 Iteration 21Q: 3 clusters Score -58836.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -58843.925781 Penalty: 514.376709 Iteration 22Q: 3 clusters Score -58843.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -58846.851562 Penalty: 514.376709 Iteration 23Q: 3 clusters Score -58846.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -58849.570312 Penalty: 514.376709 Iteration 24Q: 3 clusters Score -58849.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -58851.843750 Penalty: 514.376709 Iteration 25Q: 3 clusters Score -58851.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -58853.214844 Penalty: 514.376709 Iteration 26Q: 3 clusters Score -58853.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -58854.019531 Penalty: 514.376709 Iteration 27Q: 3 clusters Score -58854.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -58854.019531 Penalty: 514.376709 Iteration 28F: 3 clusters Score -58854.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -61213.000000 Penalty: 259.954102 Iteration 0F: 2 clusters Score -61213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -59381.039062 Penalty: 519.908203 Iteration 0F: 3 clusters Score -59381.04 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -60121.210938 Penalty: 519.908203 Iteration 1F: 3 clusters Score -60121.21 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -60252.847656 Penalty: 519.908203 Iteration 2F: 3 clusters Score -60252.85 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -60393.683594 Penalty: 519.908203 Iteration 3F: 3 clusters Score -60393.68 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -60530.957031 Penalty: 519.908203 Iteration 4F: 3 clusters Score -60530.96 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -60650.707031 Penalty: 519.908203 Iteration 5F: 3 clusters Score -60650.71 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -60712.804688 Penalty: 519.908203 Iteration 6Q: 3 clusters Score -60712.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -60762.828125 Penalty: 519.908203 Iteration 7Q: 3 clusters Score -60762.83 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -60795.687500 Penalty: 519.908203 Iteration 8Q: 3 clusters Score -60795.69 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -60821.492188 Penalty: 519.908203 Iteration 9Q: 3 clusters Score -60821.49 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -60856.683594 Penalty: 519.908203 Iteration 10Q: 3 clusters Score -60856.68 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -60896.605469 Penalty: 519.908203 Iteration 11Q: 3 clusters Score -60896.61 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -60936.343750 Penalty: 519.908203 Iteration 12Q: 3 clusters Score -60936.34 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -60970.105469 Penalty: 519.908203 Iteration 13Q: 3 clusters Score -60970.11 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -60987.914062 Penalty: 519.908203 Iteration 14Q: 3 clusters Score -60987.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -61000.113281 Penalty: 519.908203 Iteration 15Q: 3 clusters Score -61000.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -61010.714844 Penalty: 519.908203 Iteration 16Q: 3 clusters Score -61010.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -61016.539062 Penalty: 519.908203 Iteration 17Q: 3 clusters Score -61016.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -61018.808594 Penalty: 519.908203 Iteration 18Q: 3 clusters Score -61018.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -61020.335938 Penalty: 519.908203 Iteration 19Q: 3 clusters Score -61020.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -61023.140625 Penalty: 519.908203 Iteration 20F: 3 clusters Score -61023.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -61026.164062 Penalty: 519.908203 Iteration 21Q: 3 clusters Score -61026.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -61028.281250 Penalty: 519.908203 Iteration 22Q: 3 clusters Score -61028.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -61029.917969 Penalty: 519.908203 Iteration 23Q: 3 clusters Score -61029.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -61031.089844 Penalty: 519.908203 Iteration 24Q: 3 clusters Score -61031.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -61032.339844 Penalty: 519.908203 Iteration 25Q: 3 clusters Score -61032.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -61033.296875 Penalty: 519.908203 Iteration 26Q: 3 clusters Score -61033.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -61034.808594 Penalty: 519.908203 Iteration 27Q: 3 clusters Score -61034.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -61036.652344 Penalty: 519.908203 Iteration 28Q: 3 clusters Score -61036.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -61037.609375 Penalty: 519.908203 Iteration 29Q: 3 clusters Score -61037.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -61038.105469 Penalty: 519.908203 Iteration 30Q: 3 clusters Score -61038.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -61038.562500 Penalty: 519.908203 Iteration 31Q: 3 clusters Score -61038.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -61038.824219 Penalty: 519.908203 Iteration 32Q: 3 clusters Score -61038.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -61038.972656 Penalty: 519.908203 Iteration 33Q: 3 clusters Score -61038.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -61038.957031 Penalty: 519.908203 Iteration 34Q: 3 clusters Score -61038.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -61038.957031 Penalty: 519.908203 Iteration 35F: 3 clusters Score -61038.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Entering Unmasked Estep Score: -31630.955078 Penalty: 234.463852 Iteration 0F: 2 clusters Score -31630.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -30730.931641 Penalty: 468.927704 Iteration 0F: 3 clusters Score -30730.93 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -30995.166016 Penalty: 468.927704 Iteration 1F: 3 clusters Score -30995.17 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -31038.494141 Penalty: 468.927704 Iteration 2F: 3 clusters Score -31038.49 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -31075.785156 Penalty: 468.927704 Iteration 3Q: 3 clusters Score -31075.79 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -31120.544922 Penalty: 468.927704 Iteration 4F: 3 clusters Score -31120.54 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -31157.044922 Penalty: 468.927704 Iteration 5F: 3 clusters Score -31157.04 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -31200.380859 Penalty: 468.927704 Iteration 6Q: 3 clusters Score -31200.38 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -31269.365234 Penalty: 468.927704 Iteration 7F: 3 clusters Score -31269.37 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -31297.912109 Penalty: 468.927704 Iteration 8Q: 3 clusters Score -31297.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -31332.050781 Penalty: 468.927704 Iteration 9Q: 3 clusters Score -31332.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -31371.066406 Penalty: 468.927704 Iteration 10Q: 3 clusters Score -31371.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -31385.089844 Penalty: 468.927704 Iteration 11Q: 3 clusters Score -31385.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -31391.646484 Penalty: 468.927704 Iteration 12Q: 3 clusters Score -31391.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -31395.042969 Penalty: 468.927704 Iteration 13Q: 3 clusters Score -31395.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -31396.150391 Penalty: 468.927704 Iteration 14Q: 3 clusters Score -31396.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -31399.875000 Penalty: 468.927704 Iteration 15Q: 3 clusters Score -31399.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -31404.845703 Penalty: 468.927704 Iteration 16Q: 3 clusters Score -31404.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -31410.976562 Penalty: 468.927704 Iteration 17Q: 3 clusters Score -31410.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -31416.187500 Penalty: 468.927704 Iteration 18Q: 3 clusters Score -31416.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -31417.650391 Penalty: 468.927704 Iteration 19Q: 3 clusters Score -31417.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -31417.685547 Penalty: 468.927704 Iteration 20F: 3 clusters Score -31417.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -71417.492188 Penalty: 262.540588 Iteration 0F: 2 clusters Score -71417.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -69451.601562 Penalty: 525.081177 Iteration 0F: 3 clusters Score -69451.6 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -70253.687500 Penalty: 525.081177 Iteration 1F: 3 clusters Score -70253.69 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -70340.421875 Penalty: 525.081177 Iteration 2F: 3 clusters Score -70340.42 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -70426.695312 Penalty: 525.081177 Iteration 3F: 3 clusters Score -70426.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -70536.148438 Penalty: 525.081177 Iteration 4F: 3 clusters Score -70536.15 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -70625.125000 Penalty: 525.081177 Iteration 5Q: 3 clusters Score -70625.12 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -70690.968750 Penalty: 525.081177 Iteration 6Q: 3 clusters Score -70690.97 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -70740.390625 Penalty: 525.081177 Iteration 7Q: 3 clusters Score -70740.39 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -70786.164062 Penalty: 525.081177 Iteration 8Q: 3 clusters Score -70786.16 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -70832.781250 Penalty: 525.081177 Iteration 9Q: 3 clusters Score -70832.78 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -70888.507812 Penalty: 525.081177 Iteration 10Q: 3 clusters Score -70888.51 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -70948.679688 Penalty: 525.081177 Iteration 11Q: 3 clusters Score -70948.68 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -71012.187500 Penalty: 525.081177 Iteration 12Q: 3 clusters Score -71012.19 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -71060.476562 Penalty: 525.081177 Iteration 13Q: 3 clusters Score -71060.48 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -71101.343750 Penalty: 525.081177 Iteration 14Q: 3 clusters Score -71101.34 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -71138.882812 Penalty: 525.081177 Iteration 15Q: 3 clusters Score -71138.88 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -71188.125000 Penalty: 525.081177 Iteration 16Q: 3 clusters Score -71188.12 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -71236.960938 Penalty: 525.081177 Iteration 17Q: 3 clusters Score -71236.96 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -71305.421875 Penalty: 525.081177 Iteration 18Q: 3 clusters Score -71305.42 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -71399.976562 Penalty: 525.081177 Iteration 19Q: 3 clusters Score -71399.98 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -71472.789062 Penalty: 525.081177 Iteration 20F: 3 clusters Score -71472.79 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -71499.117188 Penalty: 525.081177 Iteration 21Q: 3 clusters Score -71499.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -71503.937500 Penalty: 525.081177 Iteration 22Q: 3 clusters Score -71503.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -71505.039062 Penalty: 525.081177 Iteration 23Q: 3 clusters Score -71505.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -71505.179688 Penalty: 525.081177 Iteration 24Q: 3 clusters Score -71505.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -71505.179688 Penalty: 525.081177 Iteration 25F: 3 clusters Score -71505.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1239 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3448 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 1895 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3778 members Mstep: Class 38 contains 957 members Entering Unmasked Estep Score: -1239942.625000 Penalty: 13808.842773 Splitting cluster 26 changes total score from -1239953.500000 to -1239942.625000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (3996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Entering Unmasked Estep Score: -98489.835938 Penalty: 273.670624 Iteration 0F: 2 clusters Score -98489.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -95834.585938 Penalty: 547.341248 Iteration 0F: 3 clusters Score -95834.59 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -97080.515625 Penalty: 547.341248 Iteration 1F: 3 clusters Score -97080.52 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -97362.625000 Penalty: 547.341248 Iteration 2F: 3 clusters Score -97362.62 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -97612.164062 Penalty: 547.341248 Iteration 3F: 3 clusters Score -97612.16 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -97784.203125 Penalty: 547.341248 Iteration 4F: 3 clusters Score -97784.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -97921.289062 Penalty: 547.341248 Iteration 5F: 3 clusters Score -97921.29 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -98022.562500 Penalty: 547.341248 Iteration 6Q: 3 clusters Score -98022.56 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -98074.429688 Penalty: 547.341248 Iteration 7Q: 3 clusters Score -98074.43 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -98100.429688 Penalty: 547.341248 Iteration 8Q: 3 clusters Score -98100.43 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -98121.507812 Penalty: 547.341248 Iteration 9Q: 3 clusters Score -98121.51 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -98146.648438 Penalty: 547.341248 Iteration 10Q: 3 clusters Score -98146.65 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -98164.726562 Penalty: 547.341248 Iteration 11Q: 3 clusters Score -98164.73 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -98177.429688 Penalty: 547.341248 Iteration 12Q: 3 clusters Score -98177.43 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -98186.835938 Penalty: 547.341248 Iteration 13Q: 3 clusters Score -98186.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -98195.703125 Penalty: 547.341248 Iteration 14Q: 3 clusters Score -98195.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -98201.750000 Penalty: 547.341248 Iteration 15Q: 3 clusters Score -98201.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -98206.609375 Penalty: 547.341248 Iteration 16Q: 3 clusters Score -98206.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -98212.101562 Penalty: 547.341248 Iteration 17Q: 3 clusters Score -98212.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -98216.898438 Penalty: 547.341248 Iteration 18Q: 3 clusters Score -98216.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -98220.562500 Penalty: 547.341248 Iteration 19Q: 3 clusters Score -98220.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -98224.359375 Penalty: 547.341248 Iteration 20F: 3 clusters Score -98224.36 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -98228.507812 Penalty: 547.341248 Iteration 21Q: 3 clusters Score -98228.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -98232.484375 Penalty: 547.341248 Iteration 22Q: 3 clusters Score -98232.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -98234.765625 Penalty: 547.341248 Iteration 23Q: 3 clusters Score -98234.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -98237.414062 Penalty: 547.341248 Iteration 24Q: 3 clusters Score -98237.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -98240.890625 Penalty: 547.341248 Iteration 25Q: 3 clusters Score -98240.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -98243.867188 Penalty: 547.341248 Iteration 26Q: 3 clusters Score -98243.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -98248.148438 Penalty: 547.341248 Iteration 27Q: 3 clusters Score -98248.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -98256.296875 Penalty: 547.341248 Iteration 28Q: 3 clusters Score -98256.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -98262.718750 Penalty: 547.341248 Iteration 29Q: 3 clusters Score -98262.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -98270.500000 Penalty: 547.341248 Iteration 30Q: 3 clusters Score -98270.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -98282.609375 Penalty: 547.341248 Iteration 31Q: 3 clusters Score -98282.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -98297.046875 Penalty: 547.341248 Iteration 32Q: 3 clusters Score -98297.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -98314.093750 Penalty: 547.341248 Iteration 33Q: 3 clusters Score -98314.09 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -98332.421875 Penalty: 547.341248 Iteration 34Q: 3 clusters Score -98332.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -98344.945312 Penalty: 547.341248 Iteration 35Q: 3 clusters Score -98344.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -98357.250000 Penalty: 547.341248 Iteration 36Q: 3 clusters Score -98357.25 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -98372.367188 Penalty: 547.341248 Iteration 37Q: 3 clusters Score -98372.37 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -98389.390625 Penalty: 547.341248 Iteration 38Q: 3 clusters Score -98389.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -98406.179688 Penalty: 547.341248 Iteration 39Q: 3 clusters Score -98406.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -98420.570312 Penalty: 547.341248 Iteration 40F: 3 clusters Score -98420.57 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -98436.992188 Penalty: 547.341248 Iteration 41Q: 3 clusters Score -98436.99 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -98459.710938 Penalty: 547.341248 Iteration 42Q: 3 clusters Score -98459.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -98472.734375 Penalty: 547.341248 Iteration 43Q: 3 clusters Score -98472.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -98480.101562 Penalty: 547.341248 Iteration 44Q: 3 clusters Score -98480.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -98484.320312 Penalty: 547.341248 Iteration 45Q: 3 clusters Score -98484.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -98488.593750 Penalty: 547.341248 Iteration 46Q: 3 clusters Score -98488.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -98493.851562 Penalty: 547.341248 Iteration 47Q: 3 clusters Score -98493.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -98496.390625 Penalty: 547.341248 Iteration 48Q: 3 clusters Score -98496.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -98497.468750 Penalty: 547.341248 Iteration 49Q: 3 clusters Score -98497.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -98498.421875 Penalty: 547.341248 Iteration 50Q: 3 clusters Score -98498.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -98499.281250 Penalty: 547.341248 Iteration 51Q: 3 clusters Score -98499.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -98499.468750 Penalty: 547.341248 Iteration 52Q: 3 clusters Score -98499.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -98499.468750 Penalty: 547.341248 Iteration 53F: 3 clusters Score -98499.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1239 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3448 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2852 members Mstep: Class 27 contains 3186 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3778 members Mstep: Class 38 contains 810 members Entering Unmasked Estep Score: -1239875.500000 Penalty: 13808.842773 Splitting cluster 27 changes total score from -1239953.500000 to -1239875.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (1355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Entering Unmasked Estep Score: -28315.484375 Penalty: 237.981384 Iteration 0F: 2 clusters Score -28315.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -27322.791016 Penalty: 475.962769 Iteration 0F: 3 clusters Score -27322.79 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -27635.218750 Penalty: 475.962769 Iteration 1F: 3 clusters Score -27635.22 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -27718.216797 Penalty: 475.962769 Iteration 2F: 3 clusters Score -27718.22 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -27790.425781 Penalty: 475.962769 Iteration 3F: 3 clusters Score -27790.43 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -27842.164062 Penalty: 475.962769 Iteration 4F: 3 clusters Score -27842.16 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -27885.994141 Penalty: 475.962769 Iteration 5Q: 3 clusters Score -27885.99 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -27922.767578 Penalty: 475.962769 Iteration 6Q: 3 clusters Score -27922.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -27937.337891 Penalty: 475.962769 Iteration 7Q: 3 clusters Score -27937.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -27947.417969 Penalty: 475.962769 Iteration 8Q: 3 clusters Score -27947.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -27956.392578 Penalty: 475.962769 Iteration 9Q: 3 clusters Score -27956.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -27963.160156 Penalty: 475.962769 Iteration 10Q: 3 clusters Score -27963.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -27971.300781 Penalty: 475.962769 Iteration 11Q: 3 clusters Score -27971.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -27983.076172 Penalty: 475.962769 Iteration 12Q: 3 clusters Score -27983.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -27992.021484 Penalty: 475.962769 Iteration 13Q: 3 clusters Score -27992.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -27996.279297 Penalty: 475.962769 Iteration 14Q: 3 clusters Score -27996.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -27999.013672 Penalty: 475.962769 Iteration 15Q: 3 clusters Score -27999.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -28003.384766 Penalty: 475.962769 Iteration 16Q: 3 clusters Score -28003.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -28012.058594 Penalty: 475.962769 Iteration 17Q: 3 clusters Score -28012.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -28019.189453 Penalty: 475.962769 Iteration 18Q: 3 clusters Score -28019.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -28025.609375 Penalty: 475.962769 Iteration 19Q: 3 clusters Score -28025.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -28030.552734 Penalty: 475.962769 Iteration 20F: 3 clusters Score -28030.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -28037.201172 Penalty: 475.962769 Iteration 21Q: 3 clusters Score -28037.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -28041.792969 Penalty: 475.962769 Iteration 22Q: 3 clusters Score -28041.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -28045.458984 Penalty: 475.962769 Iteration 23Q: 3 clusters Score -28045.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -28048.980469 Penalty: 475.962769 Iteration 24Q: 3 clusters Score -28048.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -28052.023438 Penalty: 475.962769 Iteration 25Q: 3 clusters Score -28052.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -28056.132812 Penalty: 475.962769 Iteration 26Q: 3 clusters Score -28056.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -28062.693359 Penalty: 475.962769 Iteration 27Q: 3 clusters Score -28062.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -28066.111328 Penalty: 475.962769 Iteration 28Q: 3 clusters Score -28066.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -28067.103516 Penalty: 475.962769 Iteration 29Q: 3 clusters Score -28067.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -28069.220703 Penalty: 475.962769 Iteration 30Q: 3 clusters Score -28069.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -28070.566406 Penalty: 475.962769 Iteration 31Q: 3 clusters Score -28070.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -28071.138672 Penalty: 475.962769 Iteration 32Q: 3 clusters Score -28071.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -28071.595703 Penalty: 475.962769 Iteration 33Q: 3 clusters Score -28071.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -28071.742188 Penalty: 475.962769 Iteration 34Q: 3 clusters Score -28071.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -28071.742188 Penalty: 475.962769 Iteration 35F: 3 clusters Score -28071.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -4180.626465 Penalty: 175.497955 Iteration 0F: 2 clusters Score -4180.626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -3921.263184 Penalty: 350.995911 Iteration 0F: 3 clusters Score -3921.263 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -3976.230957 Penalty: 350.995911 Iteration 1F: 3 clusters Score -3976.231 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -4004.242920 Penalty: 350.995911 Iteration 2F: 3 clusters Score -4004.243 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -4011.526611 Penalty: 350.995911 Iteration 3Q: 3 clusters Score -4011.527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -4017.994141 Penalty: 350.995911 Iteration 4Q: 3 clusters Score -4017.994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -4024.028320 Penalty: 350.995911 Iteration 5Q: 3 clusters Score -4024.028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -4025.717529 Penalty: 350.995911 Iteration 6Q: 3 clusters Score -4025.718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -4027.051025 Penalty: 350.995911 Iteration 7Q: 3 clusters Score -4027.051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -4027.051025 Penalty: 350.995911 Iteration 8F: 3 clusters Score -4027.051 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Entering Unmasked Estep Score: -59720.722656 Penalty: 260.352142 Iteration 0F: 2 clusters Score -59720.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -57929.261719 Penalty: 520.704285 Iteration 0F: 3 clusters Score -57929.26 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -58683.875000 Penalty: 520.704285 Iteration 1F: 3 clusters Score -58683.88 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -58824.554688 Penalty: 520.704285 Iteration 2F: 3 clusters Score -58824.55 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -58944.906250 Penalty: 520.704285 Iteration 3F: 3 clusters Score -58944.91 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -59028.902344 Penalty: 520.704285 Iteration 4F: 3 clusters Score -59028.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -59072.320312 Penalty: 520.704285 Iteration 5Q: 3 clusters Score -59072.32 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -59097.726562 Penalty: 520.704285 Iteration 6Q: 3 clusters Score -59097.73 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -59116.089844 Penalty: 520.704285 Iteration 7Q: 3 clusters Score -59116.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -59130.996094 Penalty: 520.704285 Iteration 8Q: 3 clusters Score -59131 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -59149.726562 Penalty: 520.704285 Iteration 9Q: 3 clusters Score -59149.73 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -59170.515625 Penalty: 520.704285 Iteration 10Q: 3 clusters Score -59170.52 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -59185.914062 Penalty: 520.704285 Iteration 11Q: 3 clusters Score -59185.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -59196.820312 Penalty: 520.704285 Iteration 12Q: 3 clusters Score -59196.82 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -59204.316406 Penalty: 520.704285 Iteration 13Q: 3 clusters Score -59204.32 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -59215.628906 Penalty: 520.704285 Iteration 14Q: 3 clusters Score -59215.63 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -59226.582031 Penalty: 520.704285 Iteration 15Q: 3 clusters Score -59226.58 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -59234.867188 Penalty: 520.704285 Iteration 16Q: 3 clusters Score -59234.87 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -59244.789062 Penalty: 520.704285 Iteration 17Q: 3 clusters Score -59244.79 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -59254.261719 Penalty: 520.704285 Iteration 18Q: 3 clusters Score -59254.26 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -59262.726562 Penalty: 520.704285 Iteration 19Q: 3 clusters Score -59262.73 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -59270.023438 Penalty: 520.704285 Iteration 20F: 3 clusters Score -59270.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -59275.632812 Penalty: 520.704285 Iteration 21Q: 3 clusters Score -59275.63 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -59280.660156 Penalty: 520.704285 Iteration 22Q: 3 clusters Score -59280.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -59284.230469 Penalty: 520.704285 Iteration 23Q: 3 clusters Score -59284.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -59286.203125 Penalty: 520.704285 Iteration 24Q: 3 clusters Score -59286.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -59288.699219 Penalty: 520.704285 Iteration 25Q: 3 clusters Score -59288.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -59293.289062 Penalty: 520.704285 Iteration 26Q: 3 clusters Score -59293.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -59298.046875 Penalty: 520.704285 Iteration 27Q: 3 clusters Score -59298.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -59302.714844 Penalty: 520.704285 Iteration 28Q: 3 clusters Score -59302.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -59306.410156 Penalty: 520.704285 Iteration 29Q: 3 clusters Score -59306.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -59311.390625 Penalty: 520.704285 Iteration 30Q: 3 clusters Score -59311.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -59317.687500 Penalty: 520.704285 Iteration 31Q: 3 clusters Score -59317.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -59322.246094 Penalty: 520.704285 Iteration 32Q: 3 clusters Score -59322.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -59324.507812 Penalty: 520.704285 Iteration 33Q: 3 clusters Score -59324.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -59326.421875 Penalty: 520.704285 Iteration 34Q: 3 clusters Score -59326.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -59328.062500 Penalty: 520.704285 Iteration 35Q: 3 clusters Score -59328.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -59328.968750 Penalty: 520.704285 Iteration 36Q: 3 clusters Score -59328.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -59329.957031 Penalty: 520.704285 Iteration 37Q: 3 clusters Score -59329.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -59331.667969 Penalty: 520.704285 Iteration 38Q: 3 clusters Score -59331.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -59333.621094 Penalty: 520.704285 Iteration 39Q: 3 clusters Score -59333.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -59333.824219 Penalty: 520.704285 Iteration 40F: 3 clusters Score -59333.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -8648.109375 Penalty: 196.882843 Iteration 0F: 2 clusters Score -8648.109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -8299.920898 Penalty: 393.765686 Iteration 0F: 3 clusters Score -8299.921 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -8398.144531 Penalty: 393.765686 Iteration 1F: 3 clusters Score -8398.145 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -8417.715820 Penalty: 393.765686 Iteration 2F: 3 clusters Score -8417.716 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -8432.003906 Penalty: 393.765686 Iteration 3Q: 3 clusters Score -8432.004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -8439.822266 Penalty: 393.765686 Iteration 4Q: 3 clusters Score -8439.822 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -8445.552734 Penalty: 393.765686 Iteration 5Q: 3 clusters Score -8445.553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -8451.234375 Penalty: 393.765686 Iteration 6Q: 3 clusters Score -8451.234 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -8459.337891 Penalty: 393.765686 Iteration 7Q: 3 clusters Score -8459.338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -8465.212891 Penalty: 393.765686 Iteration 8Q: 3 clusters Score -8465.213 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -8472.263672 Penalty: 393.765686 Iteration 9Q: 3 clusters Score -8472.264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -8478.062500 Penalty: 393.765686 Iteration 10Q: 3 clusters Score -8478.062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -8479.198242 Penalty: 393.765686 Iteration 11Q: 3 clusters Score -8479.198 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -8481.341797 Penalty: 393.765686 Iteration 12Q: 3 clusters Score -8481.342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -8482.254883 Penalty: 393.765686 Iteration 13Q: 3 clusters Score -8482.255 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -8482.254883 Penalty: 393.765686 Iteration 14F: 3 clusters Score -8482.255 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Entering Unmasked Estep Score: -178572.890625 Penalty: 293.807953 Iteration 0F: 2 clusters Score -178572.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -173733.218750 Penalty: 587.615906 Iteration 0F: 3 clusters Score -173733.2 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -175563.468750 Penalty: 587.615906 Iteration 1F: 3 clusters Score -175563.5 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -175730.437500 Penalty: 587.615906 Iteration 2F: 3 clusters Score -175730.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -175873.500000 Penalty: 587.615906 Iteration 3F: 3 clusters Score -175873.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -176033.859375 Penalty: 587.615906 Iteration 4F: 3 clusters Score -176033.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -176232.296875 Penalty: 587.615906 Iteration 5F: 3 clusters Score -176232.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -176425.843750 Penalty: 587.615906 Iteration 6F: 3 clusters Score -176425.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -176635.515625 Penalty: 587.615906 Iteration 7F: 3 clusters Score -176635.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -176885.734375 Penalty: 587.615906 Iteration 8F: 3 clusters Score -176885.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -177104.421875 Penalty: 587.615906 Iteration 9Q: 3 clusters Score -177104.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -177253.843750 Penalty: 587.615906 Iteration 10Q: 3 clusters Score -177253.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -177355.609375 Penalty: 587.615906 Iteration 11Q: 3 clusters Score -177355.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -177417.046875 Penalty: 587.615906 Iteration 12Q: 3 clusters Score -177417 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -177459.484375 Penalty: 587.615906 Iteration 13Q: 3 clusters Score -177459.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -177481.703125 Penalty: 587.615906 Iteration 14Q: 3 clusters Score -177481.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -177498.500000 Penalty: 587.615906 Iteration 15Q: 3 clusters Score -177498.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -177510.421875 Penalty: 587.615906 Iteration 16Q: 3 clusters Score -177510.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -177518.796875 Penalty: 587.615906 Iteration 17Q: 3 clusters Score -177518.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -177527.125000 Penalty: 587.615906 Iteration 18Q: 3 clusters Score -177527.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -177534.984375 Penalty: 587.615906 Iteration 19Q: 3 clusters Score -177535 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -177542.359375 Penalty: 587.615906 Iteration 20F: 3 clusters Score -177542.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -177552.406250 Penalty: 587.615906 Iteration 21Q: 3 clusters Score -177552.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -177566.484375 Penalty: 587.615906 Iteration 22Q: 3 clusters Score -177566.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -177583.828125 Penalty: 587.615906 Iteration 23Q: 3 clusters Score -177583.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -177600.640625 Penalty: 587.615906 Iteration 24Q: 3 clusters Score -177600.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -177620.437500 Penalty: 587.615906 Iteration 25Q: 3 clusters Score -177620.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -177640.687500 Penalty: 587.615906 Iteration 26Q: 3 clusters Score -177640.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -177658.515625 Penalty: 587.615906 Iteration 27Q: 3 clusters Score -177658.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -177677.671875 Penalty: 587.615906 Iteration 28Q: 3 clusters Score -177677.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -177703.625000 Penalty: 587.615906 Iteration 29Q: 3 clusters Score -177703.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -177730.046875 Penalty: 587.615906 Iteration 30Q: 3 clusters Score -177730 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -177749.781250 Penalty: 587.615906 Iteration 31Q: 3 clusters Score -177749.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -177770.140625 Penalty: 587.615906 Iteration 32Q: 3 clusters Score -177770.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -177785.921875 Penalty: 587.615906 Iteration 33Q: 3 clusters Score -177785.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -177796.156250 Penalty: 587.615906 Iteration 34Q: 3 clusters Score -177796.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -177801.546875 Penalty: 587.615906 Iteration 35Q: 3 clusters Score -177801.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -177807.671875 Penalty: 587.615906 Iteration 36Q: 3 clusters Score -177807.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -177814.718750 Penalty: 587.615906 Iteration 37Q: 3 clusters Score -177814.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -177821.031250 Penalty: 587.615906 Iteration 38Q: 3 clusters Score -177821 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -177828.171875 Penalty: 587.615906 Iteration 39Q: 3 clusters Score -177828.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -177836.515625 Penalty: 587.615906 Iteration 40F: 3 clusters Score -177836.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -177844.171875 Penalty: 587.615906 Iteration 41Q: 3 clusters Score -177844.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -177852.468750 Penalty: 587.615906 Iteration 42Q: 3 clusters Score -177852.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -177863.750000 Penalty: 587.615906 Iteration 43Q: 3 clusters Score -177863.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -177878.156250 Penalty: 587.615906 Iteration 44Q: 3 clusters Score -177878.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -177892.203125 Penalty: 587.615906 Iteration 45Q: 3 clusters Score -177892.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -177906.640625 Penalty: 587.615906 Iteration 46Q: 3 clusters Score -177906.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -177923.484375 Penalty: 587.615906 Iteration 47Q: 3 clusters Score -177923.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -177942.078125 Penalty: 587.615906 Iteration 48Q: 3 clusters Score -177942.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -177967.812500 Penalty: 587.615906 Iteration 49Q: 3 clusters Score -177967.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -178001.453125 Penalty: 587.615906 Iteration 50Q: 3 clusters Score -178001.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -178047.765625 Penalty: 587.615906 Iteration 51Q: 3 clusters Score -178047.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -178101.062500 Penalty: 587.615906 Iteration 52Q: 3 clusters Score -178101.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -178155.093750 Penalty: 587.615906 Iteration 53Q: 3 clusters Score -178155.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -178202.390625 Penalty: 587.615906 Iteration 54Q: 3 clusters Score -178202.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -178255.812500 Penalty: 587.615906 Iteration 55Q: 3 clusters Score -178255.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -178299.890625 Penalty: 587.615906 Iteration 56Q: 3 clusters Score -178299.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -178336.468750 Penalty: 587.615906 Iteration 57Q: 3 clusters Score -178336.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -178364.515625 Penalty: 587.615906 Iteration 58Q: 3 clusters Score -178364.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -178384.046875 Penalty: 587.615906 Iteration 59Q: 3 clusters Score -178384 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -178399.843750 Penalty: 587.615906 Iteration 60F: 3 clusters Score -178399.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -178412.328125 Penalty: 587.615906 Iteration 61Q: 3 clusters Score -178412.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -178421.296875 Penalty: 587.615906 Iteration 62Q: 3 clusters Score -178421.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -178426.140625 Penalty: 587.615906 Iteration 63Q: 3 clusters Score -178426.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -178430.578125 Penalty: 587.615906 Iteration 64Q: 3 clusters Score -178430.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -178437.437500 Penalty: 587.615906 Iteration 65Q: 3 clusters Score -178437.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -178447.765625 Penalty: 587.615906 Iteration 66Q: 3 clusters Score -178447.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -178460.500000 Penalty: 587.615906 Iteration 67Q: 3 clusters Score -178460.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -178472.812500 Penalty: 587.615906 Iteration 68Q: 3 clusters Score -178472.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -178486.109375 Penalty: 587.615906 Iteration 69Q: 3 clusters Score -178486.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -178500.281250 Penalty: 587.615906 Iteration 70Q: 3 clusters Score -178500.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -178511.078125 Penalty: 587.615906 Iteration 71Q: 3 clusters Score -178511.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -178516.718750 Penalty: 587.615906 Iteration 72Q: 3 clusters Score -178516.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -178521.109375 Penalty: 587.615906 Iteration 73Q: 3 clusters Score -178521.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -178524.718750 Penalty: 587.615906 Iteration 74Q: 3 clusters Score -178524.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -178526.750000 Penalty: 587.615906 Iteration 75Q: 3 clusters Score -178526.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -178528.671875 Penalty: 587.615906 Iteration 76Q: 3 clusters Score -178528.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -178530.609375 Penalty: 587.615906 Iteration 77Q: 3 clusters Score -178530.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -178530.984375 Penalty: 587.615906 Iteration 78Q: 3 clusters Score -178531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -178531.218750 Penalty: 587.615906 Iteration 79Q: 3 clusters Score -178531.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -178531.140625 Penalty: 587.615906 Iteration 80F: 3 clusters Score -178531.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -178531.156250 Penalty: 587.615906 Iteration 81Q: 3 clusters Score -178531.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -178531.156250 Penalty: 587.615906 Iteration 82F: 3 clusters Score -178531.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -7321.532715 Penalty: 193.122681 Iteration 0F: 2 clusters Score -7321.533 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -6982.383301 Penalty: 386.245361 Iteration 0F: 3 clusters Score -6982.383 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -7079.758301 Penalty: 386.245361 Iteration 1F: 3 clusters Score -7079.758 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -7101.558105 Penalty: 386.245361 Iteration 2F: 3 clusters Score -7101.558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -7110.926758 Penalty: 386.245361 Iteration 3Q: 3 clusters Score -7110.927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -7113.568848 Penalty: 386.245361 Iteration 4Q: 3 clusters Score -7113.569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -7116.289551 Penalty: 386.245361 Iteration 5Q: 3 clusters Score -7116.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -7118.054688 Penalty: 386.245361 Iteration 6Q: 3 clusters Score -7118.055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -7119.356445 Penalty: 386.245361 Iteration 7Q: 3 clusters Score -7119.356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -7120.328613 Penalty: 386.245361 Iteration 8Q: 3 clusters Score -7120.329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -7120.709961 Penalty: 386.245361 Iteration 9Q: 3 clusters Score -7120.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7120.856445 Penalty: 386.245361 Iteration 10Q: 3 clusters Score -7120.856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7120.856445 Penalty: 386.245361 Iteration 11F: 3 clusters Score -7120.856 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Entering Unmasked Estep Score: -23355.320312 Penalty: 223.170074 Iteration 0F: 2 clusters Score -23355.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -22699.164062 Penalty: 446.340149 Iteration 0F: 3 clusters Score -22699.16 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -22921.279297 Penalty: 446.340149 Iteration 1F: 3 clusters Score -22921.28 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -22981.478516 Penalty: 446.340149 Iteration 2F: 3 clusters Score -22981.48 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23037.363281 Penalty: 446.340149 Iteration 3F: 3 clusters Score -23037.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23077.324219 Penalty: 446.340149 Iteration 4F: 3 clusters Score -23077.32 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -23108.808594 Penalty: 446.340149 Iteration 5Q: 3 clusters Score -23108.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -23134.185547 Penalty: 446.340149 Iteration 6Q: 3 clusters Score -23134.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -23143.794922 Penalty: 446.340149 Iteration 7Q: 3 clusters Score -23143.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -23148.339844 Penalty: 446.340149 Iteration 8Q: 3 clusters Score -23148.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -23150.394531 Penalty: 446.340149 Iteration 9Q: 3 clusters Score -23150.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23153.953125 Penalty: 446.340149 Iteration 10Q: 3 clusters Score -23153.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -23157.773438 Penalty: 446.340149 Iteration 11Q: 3 clusters Score -23157.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -23161.628906 Penalty: 446.340149 Iteration 12Q: 3 clusters Score -23161.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -23164.347656 Penalty: 446.340149 Iteration 13Q: 3 clusters Score -23164.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -23166.062500 Penalty: 446.340149 Iteration 14Q: 3 clusters Score -23166.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -23168.345703 Penalty: 446.340149 Iteration 15Q: 3 clusters Score -23168.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -23169.355469 Penalty: 446.340149 Iteration 16Q: 3 clusters Score -23169.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -23170.943359 Penalty: 446.340149 Iteration 17Q: 3 clusters Score -23170.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -23172.140625 Penalty: 446.340149 Iteration 18Q: 3 clusters Score -23172.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23175.031250 Penalty: 446.340149 Iteration 19Q: 3 clusters Score -23175.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -23176.720703 Penalty: 446.340149 Iteration 20F: 3 clusters Score -23176.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -23181.490234 Penalty: 446.340149 Iteration 21Q: 3 clusters Score -23181.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23183.841797 Penalty: 446.340149 Iteration 22Q: 3 clusters Score -23183.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -23185.505859 Penalty: 446.340149 Iteration 23Q: 3 clusters Score -23185.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23185.650391 Penalty: 446.340149 Iteration 24Q: 3 clusters Score -23185.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -23185.650391 Penalty: 446.340149 Iteration 25F: 3 clusters Score -23185.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -9140.954102 Penalty: 196.457031 Iteration 0F: 2 clusters Score -9140.954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -8762.650391 Penalty: 392.914062 Iteration 0F: 3 clusters Score -8762.65 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8871.540039 Penalty: 392.914062 Iteration 1F: 3 clusters Score -8871.54 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -8898.874023 Penalty: 392.914062 Iteration 2F: 3 clusters Score -8898.874 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8923.897461 Penalty: 392.914062 Iteration 3F: 3 clusters Score -8923.897 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -8936.498047 Penalty: 392.914062 Iteration 4Q: 3 clusters Score -8936.498 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -8955.117188 Penalty: 392.914062 Iteration 5Q: 3 clusters Score -8955.117 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -8972.524414 Penalty: 392.914062 Iteration 6Q: 3 clusters Score -8972.524 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -8982.606445 Penalty: 392.914062 Iteration 7Q: 3 clusters Score -8982.606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -8992.296875 Penalty: 392.914062 Iteration 8Q: 3 clusters Score -8992.297 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -9003.221680 Penalty: 392.914062 Iteration 9Q: 3 clusters Score -9003.222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -9008.583008 Penalty: 392.914062 Iteration 10Q: 3 clusters Score -9008.583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -9011.656250 Penalty: 392.914062 Iteration 11Q: 3 clusters Score -9011.656 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -9012.412109 Penalty: 392.914062 Iteration 12Q: 3 clusters Score -9012.412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -9012.412109 Penalty: 392.914062 Iteration 13F: 3 clusters Score -9012.412 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Entering Unmasked Estep Score: -22171.742188 Penalty: 221.366776 Iteration 0F: 2 clusters Score -22171.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -21523.111328 Penalty: 442.733551 Iteration 0F: 3 clusters Score -21523.11 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -21708.912109 Penalty: 442.733551 Iteration 1F: 3 clusters Score -21708.91 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -21786.210938 Penalty: 442.733551 Iteration 2F: 3 clusters Score -21786.21 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -21853.923828 Penalty: 442.733551 Iteration 3F: 3 clusters Score -21853.92 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -21898.718750 Penalty: 442.733551 Iteration 4Q: 3 clusters Score -21898.72 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -21926.089844 Penalty: 442.733551 Iteration 5Q: 3 clusters Score -21926.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -21947.462891 Penalty: 442.733551 Iteration 6Q: 3 clusters Score -21947.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -21971.351562 Penalty: 442.733551 Iteration 7Q: 3 clusters Score -21971.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -21984.197266 Penalty: 442.733551 Iteration 8Q: 3 clusters Score -21984.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -21988.400391 Penalty: 442.733551 Iteration 9Q: 3 clusters Score -21988.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -21995.955078 Penalty: 442.733551 Iteration 10Q: 3 clusters Score -21995.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -21998.998047 Penalty: 442.733551 Iteration 11Q: 3 clusters Score -21999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -21998.998047 Penalty: 442.733551 Iteration 12F: 3 clusters Score -21999 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (3778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Entering Unmasked Estep Score: -86576.835938 Penalty: 271.819336 Iteration 0F: 2 clusters Score -86576.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -84040.828125 Penalty: 543.638672 Iteration 0F: 3 clusters Score -84040.83 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -85030.468750 Penalty: 543.638672 Iteration 1F: 3 clusters Score -85030.47 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -85119.523438 Penalty: 543.638672 Iteration 2F: 3 clusters Score -85119.52 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -85222.460938 Penalty: 543.638672 Iteration 3F: 3 clusters Score -85222.46 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -85306.546875 Penalty: 543.638672 Iteration 4Q: 3 clusters Score -85306.55 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -85417.492188 Penalty: 543.638672 Iteration 5Q: 3 clusters Score -85417.49 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -85591.453125 Penalty: 543.638672 Iteration 6F: 3 clusters Score -85591.45 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -85720.617188 Penalty: 543.638672 Iteration 7F: 3 clusters Score -85720.62 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -85801.054688 Penalty: 543.638672 Iteration 8Q: 3 clusters Score -85801.05 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -85841.507812 Penalty: 543.638672 Iteration 9Q: 3 clusters Score -85841.51 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -85871.703125 Penalty: 543.638672 Iteration 10Q: 3 clusters Score -85871.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -85890.125000 Penalty: 543.638672 Iteration 11Q: 3 clusters Score -85890.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -85900.601562 Penalty: 543.638672 Iteration 12Q: 3 clusters Score -85900.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -85910.140625 Penalty: 543.638672 Iteration 13Q: 3 clusters Score -85910.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -85918.843750 Penalty: 543.638672 Iteration 14Q: 3 clusters Score -85918.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -85925.265625 Penalty: 543.638672 Iteration 15Q: 3 clusters Score -85925.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -85931.523438 Penalty: 543.638672 Iteration 16Q: 3 clusters Score -85931.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -85934.218750 Penalty: 543.638672 Iteration 17Q: 3 clusters Score -85934.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -85936.648438 Penalty: 543.638672 Iteration 18Q: 3 clusters Score -85936.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -85939.492188 Penalty: 543.638672 Iteration 19Q: 3 clusters Score -85939.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -85943.601562 Penalty: 543.638672 Iteration 20F: 3 clusters Score -85943.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -85946.359375 Penalty: 543.638672 Iteration 21Q: 3 clusters Score -85946.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -85948.984375 Penalty: 543.638672 Iteration 22Q: 3 clusters Score -85948.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -85950.757812 Penalty: 543.638672 Iteration 23Q: 3 clusters Score -85950.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -85952.578125 Penalty: 543.638672 Iteration 24Q: 3 clusters Score -85952.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -85955.164062 Penalty: 543.638672 Iteration 25Q: 3 clusters Score -85955.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -85957.976562 Penalty: 543.638672 Iteration 26Q: 3 clusters Score -85957.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -85960.054688 Penalty: 543.638672 Iteration 27Q: 3 clusters Score -85960.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -85961.109375 Penalty: 543.638672 Iteration 28Q: 3 clusters Score -85961.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -85962.687500 Penalty: 543.638672 Iteration 29Q: 3 clusters Score -85962.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -85963.515625 Penalty: 543.638672 Iteration 30Q: 3 clusters Score -85963.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -85964.398438 Penalty: 543.638672 Iteration 31Q: 3 clusters Score -85964.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -85966.007812 Penalty: 543.638672 Iteration 32Q: 3 clusters Score -85966.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -85966.539062 Penalty: 543.638672 Iteration 33Q: 3 clusters Score -85966.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -85967.664062 Penalty: 543.638672 Iteration 34Q: 3 clusters Score -85967.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -85968.710938 Penalty: 543.638672 Iteration 35Q: 3 clusters Score -85968.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -85969.953125 Penalty: 543.638672 Iteration 36Q: 3 clusters Score -85969.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -85972.960938 Penalty: 543.638672 Iteration 37Q: 3 clusters Score -85972.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -85975.539062 Penalty: 543.638672 Iteration 38Q: 3 clusters Score -85975.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -85978.335938 Penalty: 543.638672 Iteration 39Q: 3 clusters Score -85978.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -85982.515625 Penalty: 543.638672 Iteration 40F: 3 clusters Score -85982.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -85987.617188 Penalty: 543.638672 Iteration 41Q: 3 clusters Score -85987.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -85991.906250 Penalty: 543.638672 Iteration 42Q: 3 clusters Score -85991.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -85997.937500 Penalty: 543.638672 Iteration 43Q: 3 clusters Score -85997.94 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -86007.046875 Penalty: 543.638672 Iteration 44Q: 3 clusters Score -86007.05 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -86018.273438 Penalty: 543.638672 Iteration 45Q: 3 clusters Score -86018.27 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -86029.023438 Penalty: 543.638672 Iteration 46Q: 3 clusters Score -86029.02 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -86040.195312 Penalty: 543.638672 Iteration 47Q: 3 clusters Score -86040.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -86048.109375 Penalty: 543.638672 Iteration 48Q: 3 clusters Score -86048.11 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -86056.273438 Penalty: 543.638672 Iteration 49Q: 3 clusters Score -86056.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -86062.492188 Penalty: 543.638672 Iteration 50Q: 3 clusters Score -86062.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -86068.820312 Penalty: 543.638672 Iteration 51Q: 3 clusters Score -86068.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -86074.742188 Penalty: 543.638672 Iteration 52Q: 3 clusters Score -86074.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -86084.890625 Penalty: 543.638672 Iteration 53Q: 3 clusters Score -86084.89 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -86102.406250 Penalty: 543.638672 Iteration 54Q: 3 clusters Score -86102.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -86124.507812 Penalty: 543.638672 Iteration 55Q: 3 clusters Score -86124.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -86147.101562 Penalty: 543.638672 Iteration 56Q: 3 clusters Score -86147.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -86169.679688 Penalty: 543.638672 Iteration 57Q: 3 clusters Score -86169.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -86185.015625 Penalty: 543.638672 Iteration 58Q: 3 clusters Score -86185.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -86192.984375 Penalty: 543.638672 Iteration 59Q: 3 clusters Score -86192.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -86199.796875 Penalty: 543.638672 Iteration 60F: 3 clusters Score -86199.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -86206.312500 Penalty: 543.638672 Iteration 61Q: 3 clusters Score -86206.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -86209.875000 Penalty: 543.638672 Iteration 62Q: 3 clusters Score -86209.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -86212.375000 Penalty: 543.638672 Iteration 63Q: 3 clusters Score -86212.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -86215.046875 Penalty: 543.638672 Iteration 64Q: 3 clusters Score -86215.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -86221.390625 Penalty: 543.638672 Iteration 65Q: 3 clusters Score -86221.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -86230.710938 Penalty: 543.638672 Iteration 66Q: 3 clusters Score -86230.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -86239.750000 Penalty: 543.638672 Iteration 67Q: 3 clusters Score -86239.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -86248.898438 Penalty: 543.638672 Iteration 68Q: 3 clusters Score -86248.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -86257.953125 Penalty: 543.638672 Iteration 69Q: 3 clusters Score -86257.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -86262.460938 Penalty: 543.638672 Iteration 70Q: 3 clusters Score -86262.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -86266.046875 Penalty: 543.638672 Iteration 71Q: 3 clusters Score -86266.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -86267.546875 Penalty: 543.638672 Iteration 72Q: 3 clusters Score -86267.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -86268.960938 Penalty: 543.638672 Iteration 73Q: 3 clusters Score -86268.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -86270.257812 Penalty: 543.638672 Iteration 74Q: 3 clusters Score -86270.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -86271.515625 Penalty: 543.638672 Iteration 75Q: 3 clusters Score -86271.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -86272.414062 Penalty: 543.638672 Iteration 76Q: 3 clusters Score -86272.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -86273.195312 Penalty: 543.638672 Iteration 77Q: 3 clusters Score -86273.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -86274.289062 Penalty: 543.638672 Iteration 78Q: 3 clusters Score -86274.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -86276.859375 Penalty: 543.638672 Iteration 79Q: 3 clusters Score -86276.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -86279.843750 Penalty: 543.638672 Iteration 80F: 3 clusters Score -86279.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -86281.781250 Penalty: 543.638672 Iteration 81Q: 3 clusters Score -86281.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -86282.453125 Penalty: 543.638672 Iteration 82Q: 3 clusters Score -86282.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -86283.710938 Penalty: 543.638672 Iteration 83Q: 3 clusters Score -86283.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -86284.960938 Penalty: 543.638672 Iteration 84Q: 3 clusters Score -86284.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -86286.109375 Penalty: 543.638672 Iteration 85Q: 3 clusters Score -86286.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -86287.335938 Penalty: 543.638672 Iteration 86Q: 3 clusters Score -86287.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -86290.781250 Penalty: 543.638672 Iteration 87Q: 3 clusters Score -86290.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -86292.382812 Penalty: 543.638672 Iteration 88Q: 3 clusters Score -86292.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -86293.187500 Penalty: 543.638672 Iteration 89Q: 3 clusters Score -86293.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -86294.804688 Penalty: 543.638672 Iteration 90Q: 3 clusters Score -86294.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -86295.335938 Penalty: 543.638672 Iteration 91Q: 3 clusters Score -86295.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -86295.625000 Penalty: 543.638672 Iteration 92Q: 3 clusters Score -86295.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -86295.625000 Penalty: 543.638672 Iteration 93F: 3 clusters Score -86295.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1239 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3448 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2852 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3778 members Entering Unmasked Estep ConsiderDeletion Score: -1239955.875000 Penalty: 13445.452148 Iteration 119Q: 38 clusters Score -1239956 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 1225 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 269 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 520 members Mstep: Class 17 contains 3450 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3791 members Entering Unmasked Estep ConsiderDeletion Score: -1239958.750000 Penalty: 13445.452148 Iteration 120F: 38 clusters Score -1239959 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 1210 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3449 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3807 members Entering Unmasked Estep ConsiderDeletion Score: -1239960.500000 Penalty: 13445.452148 Iteration 121Q: 38 clusters Score -1239960 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1195 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 520 members Mstep: Class 17 contains 3447 members Mstep: Class 18 contains 631 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3824 members Entering Unmasked Estep ConsiderDeletion Score: -1239968.000000 Penalty: 13445.452148 Iteration 122Q: 38 clusters Score -1239968 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1183 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 268 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 521 members Mstep: Class 17 contains 3446 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1218 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3836 members Entering Unmasked Estep ConsiderDeletion Score: -1239968.000000 Penalty: 13445.452148 Iteration 123Q: 38 clusters Score -1239968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1176 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3445 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4393 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1356 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3843 members Entering Unmasked Estep ConsiderDeletion Score: -1239969.125000 Penalty: 13445.452148 Iteration 124Q: 38 clusters Score -1239969 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1172 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1068 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3442 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 2849 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3853 members Entering Unmasked Estep ConsiderDeletion Score: -1239971.375000 Penalty: 13445.452148 Iteration 125Q: 38 clusters Score -1239971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1171 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 267 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3441 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 2849 members Mstep: Class 27 contains 3996 members Mstep: Class 28 contains 1354 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 864 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3857 members Entering Unmasked Estep ConsiderDeletion Score: -1239972.000000 Penalty: 13445.452148 Iteration 126Q: 38 clusters Score -1239972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1168 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 266 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1065 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 733 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 3997 members Mstep: Class 28 contains 1354 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3861 members Entering Unmasked Estep ConsiderDeletion Score: -1239974.375000 Penalty: 13445.452148 Iteration 127Q: 38 clusters Score -1239974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1165 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 264 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1064 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 3998 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3865 members Entering Unmasked Estep ConsiderDeletion Score: -1239975.500000 Penalty: 13445.452148 Iteration 128Q: 38 clusters Score -1239976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1163 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 2851 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3870 members Entering Unmasked Estep ConsiderDeletion Score: -1239977.125000 Penalty: 13445.452148 Iteration 129Q: 38 clusters Score -1239977 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1159 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 261 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2850 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 204 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3875 members Entering Unmasked Estep ConsiderDeletion Score: -1239978.375000 Penalty: 13445.452148 Iteration 130Q: 38 clusters Score -1239978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 261 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2849 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3883 members Entering Unmasked Estep ConsiderDeletion Score: -1239980.500000 Penalty: 13445.452148 Iteration 131Q: 38 clusters Score -1239980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1144 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 261 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2848 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3893 members Entering Unmasked Estep ConsiderDeletion Score: -1239981.750000 Penalty: 13445.452148 Iteration 132Q: 38 clusters Score -1239982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1140 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2847 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3897 members Entering Unmasked Estep ConsiderDeletion Score: -1239981.250000 Penalty: 13445.452148 Iteration 133Q: 38 clusters Score -1239981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 630 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2845 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -1239979.000000 Penalty: 13445.452148 Iteration 134Q: 38 clusters Score -1239979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 628 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3904 members Entering Unmasked Estep ConsiderDeletion Score: -1239980.750000 Penalty: 13445.452148 Iteration 135Q: 38 clusters Score -1239981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Entering Unmasked Estep ConsiderDeletion Score: -1239980.500000 Penalty: 13445.452148 Iteration 136Q: 38 clusters Score -1239980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Entering Unmasked Estep ConsiderDeletion Score: -1239980.500000 Penalty: 13445.452148 Iteration 137F: 38 clusters Score -1239980 nChanged 0 Entering ConstructFrom: Score: -1239980.500000 Penalty: 13445.452148 Entering ConstructFrom: Trying to split cluster 1 (5856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Entering Unmasked Estep Score: -141664.531250 Penalty: 286.282349 Iteration 0F: 2 clusters Score -141664.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -137849.609375 Penalty: 572.564697 Iteration 0F: 3 clusters Score -137849.6 nChanged 2630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -139615.593750 Penalty: 572.564697 Iteration 1F: 3 clusters Score -139615.6 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -139965.171875 Penalty: 572.564697 Iteration 2F: 3 clusters Score -139965.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -140304.046875 Penalty: 572.564697 Iteration 3F: 3 clusters Score -140304 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -140547.546875 Penalty: 572.564697 Iteration 4F: 3 clusters Score -140547.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -140741.734375 Penalty: 572.564697 Iteration 5Q: 3 clusters Score -140741.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -140900.843750 Penalty: 572.564697 Iteration 6Q: 3 clusters Score -140900.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -141031.375000 Penalty: 572.564697 Iteration 7Q: 3 clusters Score -141031.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -141095.718750 Penalty: 572.564697 Iteration 8Q: 3 clusters Score -141095.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -141150.656250 Penalty: 572.564697 Iteration 9Q: 3 clusters Score -141150.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -141199.375000 Penalty: 572.564697 Iteration 10Q: 3 clusters Score -141199.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -141259.140625 Penalty: 572.564697 Iteration 11Q: 3 clusters Score -141259.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -141310.625000 Penalty: 572.564697 Iteration 12Q: 3 clusters Score -141310.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -141378.640625 Penalty: 572.564697 Iteration 13Q: 3 clusters Score -141378.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -141455.406250 Penalty: 572.564697 Iteration 14Q: 3 clusters Score -141455.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -141517.062500 Penalty: 572.564697 Iteration 15Q: 3 clusters Score -141517.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -141558.218750 Penalty: 572.564697 Iteration 16Q: 3 clusters Score -141558.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -141586.921875 Penalty: 572.564697 Iteration 17Q: 3 clusters Score -141586.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -141614.453125 Penalty: 572.564697 Iteration 18Q: 3 clusters Score -141614.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -141647.843750 Penalty: 572.564697 Iteration 19Q: 3 clusters Score -141647.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -141678.625000 Penalty: 572.564697 Iteration 20F: 3 clusters Score -141678.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -141706.812500 Penalty: 572.564697 Iteration 21Q: 3 clusters Score -141706.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -141727.750000 Penalty: 572.564697 Iteration 22Q: 3 clusters Score -141727.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -141741.218750 Penalty: 572.564697 Iteration 23Q: 3 clusters Score -141741.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -141751.578125 Penalty: 572.564697 Iteration 24Q: 3 clusters Score -141751.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -141762.250000 Penalty: 572.564697 Iteration 25Q: 3 clusters Score -141762.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -141777.203125 Penalty: 572.564697 Iteration 26Q: 3 clusters Score -141777.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -141795.718750 Penalty: 572.564697 Iteration 27Q: 3 clusters Score -141795.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -141814.312500 Penalty: 572.564697 Iteration 28Q: 3 clusters Score -141814.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -141827.343750 Penalty: 572.564697 Iteration 29Q: 3 clusters Score -141827.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -141840.375000 Penalty: 572.564697 Iteration 30Q: 3 clusters Score -141840.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -141842.625000 Penalty: 572.564697 Iteration 31Q: 3 clusters Score -141842.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -141843.765625 Penalty: 572.564697 Iteration 32Q: 3 clusters Score -141843.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -141843.968750 Penalty: 572.564697 Iteration 33Q: 3 clusters Score -141844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -141844.375000 Penalty: 572.564697 Iteration 34Q: 3 clusters Score -141844.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -141844.343750 Penalty: 572.564697 Iteration 35Q: 3 clusters Score -141844.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -141844.265625 Penalty: 572.564697 Iteration 36Q: 3 clusters Score -141844.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -141844.265625 Penalty: 572.564697 Iteration 37F: 3 clusters Score -141844.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Mstep: Class 38 contains 4770 members Entering Unmasked Estep Score: -1240086.250000 Penalty: 13808.842773 Splitting cluster 1 changes total score from -1239980.500000 to -1240086.250000 So it's getting split into cluster 38. Entering ConstructFrom: Trying to split cluster 2 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -7539.914062 Penalty: 195.588562 Iteration 0F: 2 clusters Score -7539.914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -7201.051758 Penalty: 391.177124 Iteration 0F: 3 clusters Score -7201.052 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -7308.552734 Penalty: 391.177124 Iteration 1F: 3 clusters Score -7308.553 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7339.669434 Penalty: 391.177124 Iteration 2F: 3 clusters Score -7339.669 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -7359.641602 Penalty: 391.177124 Iteration 3Q: 3 clusters Score -7359.642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -7393.171387 Penalty: 391.177124 Iteration 4Q: 3 clusters Score -7393.171 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -7414.275391 Penalty: 391.177124 Iteration 5Q: 3 clusters Score -7414.275 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -7439.110840 Penalty: 391.177124 Iteration 6Q: 3 clusters Score -7439.111 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -7517.062012 Penalty: 391.177124 Iteration 7Q: 3 clusters Score -7517.062 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -7609.479492 Penalty: 391.177124 Iteration 8Q: 3 clusters Score -7609.479 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7679.501953 Penalty: 391.177124 Iteration 9F: 3 clusters Score -7679.502 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7697.602539 Penalty: 391.177124 Iteration 10Q: 3 clusters Score -7697.603 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -7715.996094 Penalty: 391.177124 Iteration 11Q: 3 clusters Score -7715.996 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -7721.942871 Penalty: 391.177124 Iteration 12Q: 3 clusters Score -7721.943 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -7730.352051 Penalty: 391.177124 Iteration 13Q: 3 clusters Score -7730.352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7733.330078 Penalty: 391.177124 Iteration 14Q: 3 clusters Score -7733.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7733.330078 Penalty: 391.177124 Iteration 15F: 3 clusters Score -7733.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 204 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Mstep: Class 38 contains 4770 members Mstep: Class 39 contains 171 members Entering Unmasked Estep Score: -1240111.750000 Penalty: 14172.233398 Splitting cluster 2 changes total score from -1239980.500000 to -1240111.750000 So it's getting split into cluster 39. Entering ConstructFrom: Trying to split cluster 3 (1139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Entering Unmasked Estep Score: -23814.423828 Penalty: 232.250900 Iteration 0F: 2 clusters Score -23814.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -23012.410156 Penalty: 464.501801 Iteration 0F: 3 clusters Score -23012.41 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -23274.292969 Penalty: 464.501801 Iteration 1F: 3 clusters Score -23274.29 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -23311.062500 Penalty: 464.501801 Iteration 2F: 3 clusters Score -23311.06 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -23344.578125 Penalty: 464.501801 Iteration 3F: 3 clusters Score -23344.58 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -23370.748047 Penalty: 464.501801 Iteration 4Q: 3 clusters Score -23370.75 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -23396.787109 Penalty: 464.501801 Iteration 5Q: 3 clusters Score -23396.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -23442.560547 Penalty: 464.501801 Iteration 6Q: 3 clusters Score -23442.56 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -23485.083984 Penalty: 464.501801 Iteration 7Q: 3 clusters Score -23485.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -23521.742188 Penalty: 464.501801 Iteration 8Q: 3 clusters Score -23521.74 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -23549.714844 Penalty: 464.501801 Iteration 9Q: 3 clusters Score -23549.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23560.205078 Penalty: 464.501801 Iteration 10Q: 3 clusters Score -23560.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -23567.779297 Penalty: 464.501801 Iteration 11Q: 3 clusters Score -23567.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -23573.388672 Penalty: 464.501801 Iteration 12Q: 3 clusters Score -23573.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23578.189453 Penalty: 464.501801 Iteration 13Q: 3 clusters Score -23578.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -23583.644531 Penalty: 464.501801 Iteration 14Q: 3 clusters Score -23583.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -23586.542969 Penalty: 464.501801 Iteration 15Q: 3 clusters Score -23586.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -23587.861328 Penalty: 464.501801 Iteration 16Q: 3 clusters Score -23587.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23588.595703 Penalty: 464.501801 Iteration 17Q: 3 clusters Score -23588.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -23589.443359 Penalty: 464.501801 Iteration 18Q: 3 clusters Score -23589.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -23589.443359 Penalty: 464.501801 Iteration 19F: 3 clusters Score -23589.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Entering Unmasked Estep Score: -14233.181641 Penalty: 211.043640 Iteration 0F: 2 clusters Score -14233.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -13734.739258 Penalty: 422.087280 Iteration 0F: 3 clusters Score -13734.74 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13896.333008 Penalty: 422.087280 Iteration 1F: 3 clusters Score -13896.33 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -13931.193359 Penalty: 422.087280 Iteration 2F: 3 clusters Score -13931.19 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13956.407227 Penalty: 422.087280 Iteration 3Q: 3 clusters Score -13956.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13977.203125 Penalty: 422.087280 Iteration 4F: 3 clusters Score -13977.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13984.583984 Penalty: 422.087280 Iteration 5Q: 3 clusters Score -13984.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -13988.990234 Penalty: 422.087280 Iteration 6Q: 3 clusters Score -13988.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -13992.795898 Penalty: 422.087280 Iteration 7Q: 3 clusters Score -13992.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13996.684570 Penalty: 422.087280 Iteration 8Q: 3 clusters Score -13996.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14001.513672 Penalty: 422.087280 Iteration 9Q: 3 clusters Score -14001.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -14006.115234 Penalty: 422.087280 Iteration 10Q: 3 clusters Score -14006.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14010.311523 Penalty: 422.087280 Iteration 11Q: 3 clusters Score -14010.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -14014.348633 Penalty: 422.087280 Iteration 12Q: 3 clusters Score -14014.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14015.726562 Penalty: 422.087280 Iteration 13Q: 3 clusters Score -14015.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -14017.554688 Penalty: 422.087280 Iteration 14Q: 3 clusters Score -14017.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -14019.676758 Penalty: 422.087280 Iteration 15Q: 3 clusters Score -14019.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -14021.190430 Penalty: 422.087280 Iteration 16Q: 3 clusters Score -14021.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14022.538086 Penalty: 422.087280 Iteration 17Q: 3 clusters Score -14022.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14024.057617 Penalty: 422.087280 Iteration 18Q: 3 clusters Score -14024.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14026.974609 Penalty: 422.087280 Iteration 19Q: 3 clusters Score -14026.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14026.974609 Penalty: 422.087280 Iteration 20F: 3 clusters Score -14026.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Entering Unmasked Estep Score: -16606.712891 Penalty: 218.550308 Iteration 0F: 2 clusters Score -16606.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -16035.573242 Penalty: 437.100616 Iteration 0F: 3 clusters Score -16035.57 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -16262.065430 Penalty: 437.100616 Iteration 1F: 3 clusters Score -16262.07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -16330.416016 Penalty: 437.100616 Iteration 2F: 3 clusters Score -16330.42 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -16383.455078 Penalty: 437.100616 Iteration 3F: 3 clusters Score -16383.46 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -16416.800781 Penalty: 437.100616 Iteration 4F: 3 clusters Score -16416.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -16433.859375 Penalty: 437.100616 Iteration 5Q: 3 clusters Score -16433.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -16449.927734 Penalty: 437.100616 Iteration 6Q: 3 clusters Score -16449.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -16465.408203 Penalty: 437.100616 Iteration 7Q: 3 clusters Score -16465.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -16471.720703 Penalty: 437.100616 Iteration 8Q: 3 clusters Score -16471.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -16476.005859 Penalty: 437.100616 Iteration 9Q: 3 clusters Score -16476.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -16477.033203 Penalty: 437.100616 Iteration 10Q: 3 clusters Score -16477.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -16477.501953 Penalty: 437.100616 Iteration 11Q: 3 clusters Score -16477.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -16477.501953 Penalty: 437.100616 Iteration 12F: 3 clusters Score -16477.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Entering Unmasked Estep Score: -67979.953125 Penalty: 262.121399 Iteration 0F: 2 clusters Score -67979.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -66085.625000 Penalty: 524.242798 Iteration 0F: 3 clusters Score -66085.62 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -66969.398438 Penalty: 524.242798 Iteration 1F: 3 clusters Score -66969.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -67192.710938 Penalty: 524.242798 Iteration 2F: 3 clusters Score -67192.71 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -67380.687500 Penalty: 524.242798 Iteration 3F: 3 clusters Score -67380.69 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -67510.687500 Penalty: 524.242798 Iteration 4F: 3 clusters Score -67510.69 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -67615.507812 Penalty: 524.242798 Iteration 5Q: 3 clusters Score -67615.51 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -67666.484375 Penalty: 524.242798 Iteration 6Q: 3 clusters Score -67666.48 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -67689.218750 Penalty: 524.242798 Iteration 7Q: 3 clusters Score -67689.22 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -67703.414062 Penalty: 524.242798 Iteration 8Q: 3 clusters Score -67703.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -67714.531250 Penalty: 524.242798 Iteration 9Q: 3 clusters Score -67714.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -67725.007812 Penalty: 524.242798 Iteration 10Q: 3 clusters Score -67725.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -67732.906250 Penalty: 524.242798 Iteration 11Q: 3 clusters Score -67732.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -67740.421875 Penalty: 524.242798 Iteration 12Q: 3 clusters Score -67740.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -67744.414062 Penalty: 524.242798 Iteration 13Q: 3 clusters Score -67744.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -67751.882812 Penalty: 524.242798 Iteration 14Q: 3 clusters Score -67751.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -67758.171875 Penalty: 524.242798 Iteration 15Q: 3 clusters Score -67758.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -67761.429688 Penalty: 524.242798 Iteration 16Q: 3 clusters Score -67761.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -67764.289062 Penalty: 524.242798 Iteration 17Q: 3 clusters Score -67764.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -67767.367188 Penalty: 524.242798 Iteration 18Q: 3 clusters Score -67767.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -67770.101562 Penalty: 524.242798 Iteration 19Q: 3 clusters Score -67770.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -67772.820312 Penalty: 524.242798 Iteration 20F: 3 clusters Score -67772.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -67776.148438 Penalty: 524.242798 Iteration 21Q: 3 clusters Score -67776.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -67780.929688 Penalty: 524.242798 Iteration 22Q: 3 clusters Score -67780.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -67784.242188 Penalty: 524.242798 Iteration 23Q: 3 clusters Score -67784.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -67788.171875 Penalty: 524.242798 Iteration 24Q: 3 clusters Score -67788.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -67788.515625 Penalty: 524.242798 Iteration 25Q: 3 clusters Score -67788.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -67788.468750 Penalty: 524.242798 Iteration 26Q: 3 clusters Score -67788.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -67788.468750 Penalty: 524.242798 Iteration 27F: 3 clusters Score -67788.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Entering Unmasked Estep Score: -12171.940430 Penalty: 205.279480 Iteration 0F: 2 clusters Score -12171.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -11754.799805 Penalty: 410.558960 Iteration 0F: 3 clusters Score -11754.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -11892.257812 Penalty: 410.558960 Iteration 1F: 3 clusters Score -11892.26 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -11929.486328 Penalty: 410.558960 Iteration 2F: 3 clusters Score -11929.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -11947.268555 Penalty: 410.558960 Iteration 3Q: 3 clusters Score -11947.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -11958.829102 Penalty: 410.558960 Iteration 4Q: 3 clusters Score -11958.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -11972.963867 Penalty: 410.558960 Iteration 5Q: 3 clusters Score -11972.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -11980.966797 Penalty: 410.558960 Iteration 6Q: 3 clusters Score -11980.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -11985.155273 Penalty: 410.558960 Iteration 7Q: 3 clusters Score -11985.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -11989.468750 Penalty: 410.558960 Iteration 8Q: 3 clusters Score -11989.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -11992.945312 Penalty: 410.558960 Iteration 9Q: 3 clusters Score -11992.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -11994.728516 Penalty: 410.558960 Iteration 10Q: 3 clusters Score -11994.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -11994.728516 Penalty: 410.558960 Iteration 11F: 3 clusters Score -11994.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -4467.424316 Penalty: 183.755371 Iteration 0F: 2 clusters Score -4467.424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -4183.664062 Penalty: 367.510742 Iteration 0F: 3 clusters Score -4183.664 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -4277.290039 Penalty: 367.510742 Iteration 1F: 3 clusters Score -4277.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -4307.491699 Penalty: 367.510742 Iteration 2F: 3 clusters Score -4307.492 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -4327.762695 Penalty: 367.510742 Iteration 3Q: 3 clusters Score -4327.763 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -4355.645996 Penalty: 367.510742 Iteration 4Q: 3 clusters Score -4355.646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -4382.705566 Penalty: 367.510742 Iteration 5Q: 3 clusters Score -4382.706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -4394.501953 Penalty: 367.510742 Iteration 6Q: 3 clusters Score -4394.502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -4400.166016 Penalty: 367.510742 Iteration 7Q: 3 clusters Score -4400.166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -4409.877930 Penalty: 367.510742 Iteration 8Q: 3 clusters Score -4409.878 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -4420.786133 Penalty: 367.510742 Iteration 9Q: 3 clusters Score -4420.786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -4433.946289 Penalty: 367.510742 Iteration 10Q: 3 clusters Score -4433.946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -4457.878418 Penalty: 367.510742 Iteration 11Q: 3 clusters Score -4457.878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -4476.071289 Penalty: 367.510742 Iteration 12Q: 3 clusters Score -4476.071 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -4478.111328 Penalty: 367.510742 Iteration 13Q: 3 clusters Score -4478.111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -4478.111328 Penalty: 367.510742 Iteration 14F: 3 clusters Score -4478.111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 204 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 99 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3999 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Mstep: Class 38 contains 4770 members Mstep: Class 39 contains 171 members Mstep: Class 40 contains 163 members Entering Unmasked Estep Score: -1239942.875000 Penalty: 14535.624023 Splitting cluster 8 changes total score from -1239980.500000 to -1239942.875000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (80 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Entering Unmasked Estep Score: -1600.299683 Penalty: 144.606873 Iteration 0F: 2 clusters Score -1600.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -1458.428345 Penalty: 289.213745 Iteration 0F: 3 clusters Score -1458.428 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1473.303101 Penalty: 289.213745 Iteration 1F: 3 clusters Score -1473.303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1482.524292 Penalty: 289.213745 Iteration 2Q: 3 clusters Score -1482.524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -1486.463623 Penalty: 289.213745 Iteration 3Q: 3 clusters Score -1486.464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -1487.252563 Penalty: 289.213745 Iteration 4Q: 3 clusters Score -1487.253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -1487.252563 Penalty: 289.213745 Iteration 5F: 3 clusters Score -1487.253 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Entering Unmasked Estep Score: -24640.798828 Penalty: 240.331116 Iteration 0F: 2 clusters Score -24640.8 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 705 members Entering Unmasked Estep Score: -23637.646484 Penalty: 480.662231 Iteration 0F: 3 clusters Score -23637.65 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -24014.566406 Penalty: 480.662231 Iteration 1F: 3 clusters Score -24014.57 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -24101.652344 Penalty: 480.662231 Iteration 2F: 3 clusters Score -24101.65 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -24174.921875 Penalty: 480.662231 Iteration 3F: 3 clusters Score -24174.92 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -24228.718750 Penalty: 480.662231 Iteration 4F: 3 clusters Score -24228.72 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -24278.468750 Penalty: 480.662231 Iteration 5F: 3 clusters Score -24278.47 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -24329.994141 Penalty: 480.662231 Iteration 6Q: 3 clusters Score -24329.99 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -24378.845703 Penalty: 480.662231 Iteration 7Q: 3 clusters Score -24378.85 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -24413.392578 Penalty: 480.662231 Iteration 8Q: 3 clusters Score -24413.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -24435.957031 Penalty: 480.662231 Iteration 9Q: 3 clusters Score -24435.96 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -24454.281250 Penalty: 480.662231 Iteration 10Q: 3 clusters Score -24454.28 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -24465.296875 Penalty: 480.662231 Iteration 11Q: 3 clusters Score -24465.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -24478.023438 Penalty: 480.662231 Iteration 12Q: 3 clusters Score -24478.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -24488.285156 Penalty: 480.662231 Iteration 13Q: 3 clusters Score -24488.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -24507.425781 Penalty: 480.662231 Iteration 14Q: 3 clusters Score -24507.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -24523.685547 Penalty: 480.662231 Iteration 15Q: 3 clusters Score -24523.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -24531.976562 Penalty: 480.662231 Iteration 16Q: 3 clusters Score -24531.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -24539.269531 Penalty: 480.662231 Iteration 17Q: 3 clusters Score -24539.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -24545.732422 Penalty: 480.662231 Iteration 18Q: 3 clusters Score -24545.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -24550.337891 Penalty: 480.662231 Iteration 19Q: 3 clusters Score -24550.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -24553.080078 Penalty: 480.662231 Iteration 20F: 3 clusters Score -24553.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -24557.175781 Penalty: 480.662231 Iteration 21Q: 3 clusters Score -24557.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -24558.818359 Penalty: 480.662231 Iteration 22Q: 3 clusters Score -24558.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -24559.992188 Penalty: 480.662231 Iteration 23Q: 3 clusters Score -24559.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -24560.164062 Penalty: 480.662231 Iteration 24Q: 3 clusters Score -24560.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -24560.300781 Penalty: 480.662231 Iteration 25Q: 3 clusters Score -24560.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -24560.365234 Penalty: 480.662231 Iteration 26Q: 3 clusters Score -24560.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -24560.365234 Penalty: 480.662231 Iteration 27F: 3 clusters Score -24560.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Entering Unmasked Estep Score: -24333.187500 Penalty: 229.972076 Iteration 0F: 2 clusters Score -24333.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -23568.746094 Penalty: 459.944153 Iteration 0F: 3 clusters Score -23568.75 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -23824.976562 Penalty: 459.944153 Iteration 1F: 3 clusters Score -23824.98 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -23904.636719 Penalty: 459.944153 Iteration 2F: 3 clusters Score -23904.64 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -23968.929688 Penalty: 459.944153 Iteration 3F: 3 clusters Score -23968.93 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -24029.500000 Penalty: 459.944153 Iteration 4F: 3 clusters Score -24029.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -24084.105469 Penalty: 459.944153 Iteration 5F: 3 clusters Score -24084.11 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -24121.201172 Penalty: 459.944153 Iteration 6Q: 3 clusters Score -24121.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -24148.347656 Penalty: 459.944153 Iteration 7Q: 3 clusters Score -24148.35 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -24162.921875 Penalty: 459.944153 Iteration 8Q: 3 clusters Score -24162.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -24167.423828 Penalty: 459.944153 Iteration 9Q: 3 clusters Score -24167.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -24169.570312 Penalty: 459.944153 Iteration 10Q: 3 clusters Score -24169.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -24170.089844 Penalty: 459.944153 Iteration 11Q: 3 clusters Score -24170.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -24170.248047 Penalty: 459.944153 Iteration 12Q: 3 clusters Score -24170.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -24170.248047 Penalty: 459.944153 Iteration 13F: 3 clusters Score -24170.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -13456.076172 Penalty: 207.925934 Iteration 0F: 2 clusters Score -13456.08 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 281 members Entering Unmasked Estep Score: -13016.864258 Penalty: 415.851868 Iteration 0F: 3 clusters Score -13016.86 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -13122.924805 Penalty: 415.851868 Iteration 1F: 3 clusters Score -13122.92 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -13147.567383 Penalty: 415.851868 Iteration 2F: 3 clusters Score -13147.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -13168.253906 Penalty: 415.851868 Iteration 3Q: 3 clusters Score -13168.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -13205.084961 Penalty: 415.851868 Iteration 4F: 3 clusters Score -13205.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -13282.653320 Penalty: 415.851868 Iteration 5F: 3 clusters Score -13282.65 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13342.763672 Penalty: 415.851868 Iteration 6F: 3 clusters Score -13342.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13376.633789 Penalty: 415.851868 Iteration 7F: 3 clusters Score -13376.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -13393.567383 Penalty: 415.851868 Iteration 8Q: 3 clusters Score -13393.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13400.054688 Penalty: 415.851868 Iteration 9Q: 3 clusters Score -13400.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13404.320312 Penalty: 415.851868 Iteration 10Q: 3 clusters Score -13404.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13408.446289 Penalty: 415.851868 Iteration 11Q: 3 clusters Score -13408.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -13411.884766 Penalty: 415.851868 Iteration 12Q: 3 clusters Score -13411.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -13412.203125 Penalty: 415.851868 Iteration 13Q: 3 clusters Score -13412.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -13412.855469 Penalty: 415.851868 Iteration 14Q: 3 clusters Score -13412.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -13415.424805 Penalty: 415.851868 Iteration 15Q: 3 clusters Score -13415.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -13416.696289 Penalty: 415.851868 Iteration 16Q: 3 clusters Score -13416.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13416.844727 Penalty: 415.851868 Iteration 17Q: 3 clusters Score -13416.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -13416.844727 Penalty: 415.851868 Iteration 18F: 3 clusters Score -13416.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -17848.201172 Penalty: 218.637955 Iteration 0F: 2 clusters Score -17848.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -17231.982422 Penalty: 437.275909 Iteration 0F: 3 clusters Score -17231.98 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -17405.625000 Penalty: 437.275909 Iteration 1F: 3 clusters Score -17405.62 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -17463.908203 Penalty: 437.275909 Iteration 2F: 3 clusters Score -17463.91 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -17504.169922 Penalty: 437.275909 Iteration 3F: 3 clusters Score -17504.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -17521.248047 Penalty: 437.275909 Iteration 4Q: 3 clusters Score -17521.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -17537.316406 Penalty: 437.275909 Iteration 5Q: 3 clusters Score -17537.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -17553.941406 Penalty: 437.275909 Iteration 6Q: 3 clusters Score -17553.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -17565.927734 Penalty: 437.275909 Iteration 7Q: 3 clusters Score -17565.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -17577.039062 Penalty: 437.275909 Iteration 8Q: 3 clusters Score -17577.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -17590.611328 Penalty: 437.275909 Iteration 9Q: 3 clusters Score -17590.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -17598.613281 Penalty: 437.275909 Iteration 10Q: 3 clusters Score -17598.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -17605.492188 Penalty: 437.275909 Iteration 11Q: 3 clusters Score -17605.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -17609.990234 Penalty: 437.275909 Iteration 12Q: 3 clusters Score -17609.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -17611.261719 Penalty: 437.275909 Iteration 13Q: 3 clusters Score -17611.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -17612.392578 Penalty: 437.275909 Iteration 14Q: 3 clusters Score -17612.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -17613.037109 Penalty: 437.275909 Iteration 15Q: 3 clusters Score -17613.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -17613.619141 Penalty: 437.275909 Iteration 16Q: 3 clusters Score -17613.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -17614.228516 Penalty: 437.275909 Iteration 17Q: 3 clusters Score -17614.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -17615.101562 Penalty: 437.275909 Iteration 18Q: 3 clusters Score -17615.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -17615.101562 Penalty: 437.275909 Iteration 19F: 3 clusters Score -17615.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Entering Unmasked Estep Score: -16974.054688 Penalty: 217.615631 Iteration 0F: 2 clusters Score -16974.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -16377.502930 Penalty: 435.231262 Iteration 0F: 3 clusters Score -16377.5 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -16544.308594 Penalty: 435.231262 Iteration 1F: 3 clusters Score -16544.31 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -16576.728516 Penalty: 435.231262 Iteration 2F: 3 clusters Score -16576.73 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -16590.539062 Penalty: 435.231262 Iteration 3F: 3 clusters Score -16590.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -16603.500000 Penalty: 435.231262 Iteration 4Q: 3 clusters Score -16603.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -16616.427734 Penalty: 435.231262 Iteration 5Q: 3 clusters Score -16616.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -16626.914062 Penalty: 435.231262 Iteration 6Q: 3 clusters Score -16626.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -16641.898438 Penalty: 435.231262 Iteration 7Q: 3 clusters Score -16641.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -16666.320312 Penalty: 435.231262 Iteration 8Q: 3 clusters Score -16666.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -16689.138672 Penalty: 435.231262 Iteration 9Q: 3 clusters Score -16689.14 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -16714.794922 Penalty: 435.231262 Iteration 10Q: 3 clusters Score -16714.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -16734.615234 Penalty: 435.231262 Iteration 11Q: 3 clusters Score -16734.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -16749.968750 Penalty: 435.231262 Iteration 12Q: 3 clusters Score -16749.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -16761.031250 Penalty: 435.231262 Iteration 13Q: 3 clusters Score -16761.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -16770.873047 Penalty: 435.231262 Iteration 14Q: 3 clusters Score -16770.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -16783.281250 Penalty: 435.231262 Iteration 15Q: 3 clusters Score -16783.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -16789.177734 Penalty: 435.231262 Iteration 16Q: 3 clusters Score -16789.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -16793.798828 Penalty: 435.231262 Iteration 17Q: 3 clusters Score -16793.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -16799.302734 Penalty: 435.231262 Iteration 18Q: 3 clusters Score -16799.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -16803.367188 Penalty: 435.231262 Iteration 19Q: 3 clusters Score -16803.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -16813.400391 Penalty: 435.231262 Iteration 20F: 3 clusters Score -16813.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -16818.093750 Penalty: 435.231262 Iteration 21Q: 3 clusters Score -16818.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -16818.093750 Penalty: 435.231262 Iteration 22F: 3 clusters Score -16818.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Entering Unmasked Estep Score: -18954.287109 Penalty: 216.420532 Iteration 0F: 2 clusters Score -18954.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -18408.121094 Penalty: 432.841064 Iteration 0F: 3 clusters Score -18408.12 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18544.599609 Penalty: 432.841064 Iteration 1F: 3 clusters Score -18544.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -18568.615234 Penalty: 432.841064 Iteration 2F: 3 clusters Score -18568.62 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -18582.451172 Penalty: 432.841064 Iteration 3Q: 3 clusters Score -18582.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18592.359375 Penalty: 432.841064 Iteration 4Q: 3 clusters Score -18592.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18602.427734 Penalty: 432.841064 Iteration 5Q: 3 clusters Score -18602.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -18607.917969 Penalty: 432.841064 Iteration 6Q: 3 clusters Score -18607.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18616.267578 Penalty: 432.841064 Iteration 7Q: 3 clusters Score -18616.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18620.548828 Penalty: 432.841064 Iteration 8Q: 3 clusters Score -18620.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -18623.589844 Penalty: 432.841064 Iteration 9Q: 3 clusters Score -18623.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18625.119141 Penalty: 432.841064 Iteration 10Q: 3 clusters Score -18625.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18625.453125 Penalty: 432.841064 Iteration 11Q: 3 clusters Score -18625.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -18625.806641 Penalty: 432.841064 Iteration 12Q: 3 clusters Score -18625.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -18625.806641 Penalty: 432.841064 Iteration 13F: 3 clusters Score -18625.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -7722.832520 Penalty: 206.503021 Iteration 0F: 2 clusters Score -7722.833 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 266 members Entering Unmasked Estep Score: -7286.676270 Penalty: 413.006042 Iteration 0F: 3 clusters Score -7286.676 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -7413.468262 Penalty: 413.006042 Iteration 1F: 3 clusters Score -7413.468 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -7440.341309 Penalty: 413.006042 Iteration 2F: 3 clusters Score -7440.341 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -7466.147949 Penalty: 413.006042 Iteration 3F: 3 clusters Score -7466.148 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -7486.826172 Penalty: 413.006042 Iteration 4Q: 3 clusters Score -7486.826 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -7512.354492 Penalty: 413.006042 Iteration 5Q: 3 clusters Score -7512.354 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -7539.083496 Penalty: 413.006042 Iteration 6Q: 3 clusters Score -7539.083 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -7548.560059 Penalty: 413.006042 Iteration 7Q: 3 clusters Score -7548.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -7556.273926 Penalty: 413.006042 Iteration 8Q: 3 clusters Score -7556.274 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -7568.108398 Penalty: 413.006042 Iteration 9Q: 3 clusters Score -7568.108 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -7574.575684 Penalty: 413.006042 Iteration 10Q: 3 clusters Score -7574.576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7577.109863 Penalty: 413.006042 Iteration 11Q: 3 clusters Score -7577.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7577.445801 Penalty: 413.006042 Iteration 12Q: 3 clusters Score -7577.446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7577.660156 Penalty: 413.006042 Iteration 13Q: 3 clusters Score -7577.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7577.660156 Penalty: 413.006042 Iteration 14F: 3 clusters Score -7577.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Entering Unmasked Estep Score: -84858.093750 Penalty: 268.716888 Iteration 0F: 2 clusters Score -84858.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -82560.539062 Penalty: 537.433777 Iteration 0F: 3 clusters Score -82560.54 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -83451.156250 Penalty: 537.433777 Iteration 1F: 3 clusters Score -83451.16 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -83563.687500 Penalty: 537.433777 Iteration 2F: 3 clusters Score -83563.69 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -83667.734375 Penalty: 537.433777 Iteration 3F: 3 clusters Score -83667.73 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -83773.507812 Penalty: 537.433777 Iteration 4F: 3 clusters Score -83773.51 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -83882.109375 Penalty: 537.433777 Iteration 5Q: 3 clusters Score -83882.11 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -83991.398438 Penalty: 537.433777 Iteration 6Q: 3 clusters Score -83991.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -84088.125000 Penalty: 537.433777 Iteration 7Q: 3 clusters Score -84088.12 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -84169.515625 Penalty: 537.433777 Iteration 8Q: 3 clusters Score -84169.52 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -84240.421875 Penalty: 537.433777 Iteration 9Q: 3 clusters Score -84240.42 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -84304.468750 Penalty: 537.433777 Iteration 10Q: 3 clusters Score -84304.47 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -84360.273438 Penalty: 537.433777 Iteration 11Q: 3 clusters Score -84360.27 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -84400.398438 Penalty: 537.433777 Iteration 12Q: 3 clusters Score -84400.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -84433.210938 Penalty: 537.433777 Iteration 13Q: 3 clusters Score -84433.21 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -84466.765625 Penalty: 537.433777 Iteration 14Q: 3 clusters Score -84466.77 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -84499.203125 Penalty: 537.433777 Iteration 15Q: 3 clusters Score -84499.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -84530.562500 Penalty: 537.433777 Iteration 16Q: 3 clusters Score -84530.56 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -84567.726562 Penalty: 537.433777 Iteration 17Q: 3 clusters Score -84567.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -84599.109375 Penalty: 537.433777 Iteration 18Q: 3 clusters Score -84599.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -84617.859375 Penalty: 537.433777 Iteration 19Q: 3 clusters Score -84617.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -84620.937500 Penalty: 537.433777 Iteration 20F: 3 clusters Score -84620.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -84624.320312 Penalty: 537.433777 Iteration 21Q: 3 clusters Score -84624.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -84635.710938 Penalty: 537.433777 Iteration 22Q: 3 clusters Score -84635.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -84641.601562 Penalty: 537.433777 Iteration 23Q: 3 clusters Score -84641.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -84642.906250 Penalty: 537.433777 Iteration 24Q: 3 clusters Score -84642.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -84643.687500 Penalty: 537.433777 Iteration 25Q: 3 clusters Score -84643.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -84644.000000 Penalty: 537.433777 Iteration 26Q: 3 clusters Score -84644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -84644.000000 Penalty: 537.433777 Iteration 27F: 3 clusters Score -84644 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Entering Unmasked Estep Score: -15268.160156 Penalty: 212.551239 Iteration 0F: 2 clusters Score -15268.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -14757.191406 Penalty: 425.102478 Iteration 0F: 3 clusters Score -14757.19 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -14932.925781 Penalty: 425.102478 Iteration 1F: 3 clusters Score -14932.93 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14981.420898 Penalty: 425.102478 Iteration 2F: 3 clusters Score -14981.42 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -15011.488281 Penalty: 425.102478 Iteration 3F: 3 clusters Score -15011.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -15022.464844 Penalty: 425.102478 Iteration 4Q: 3 clusters Score -15022.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -15034.560547 Penalty: 425.102478 Iteration 5Q: 3 clusters Score -15034.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -15048.707031 Penalty: 425.102478 Iteration 6Q: 3 clusters Score -15048.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -15059.407227 Penalty: 425.102478 Iteration 7Q: 3 clusters Score -15059.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -15064.447266 Penalty: 425.102478 Iteration 8Q: 3 clusters Score -15064.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15067.626953 Penalty: 425.102478 Iteration 9Q: 3 clusters Score -15067.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15071.439453 Penalty: 425.102478 Iteration 10Q: 3 clusters Score -15071.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15072.803711 Penalty: 425.102478 Iteration 11Q: 3 clusters Score -15072.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -15074.251953 Penalty: 425.102478 Iteration 12Q: 3 clusters Score -15074.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -15074.949219 Penalty: 425.102478 Iteration 13Q: 3 clusters Score -15074.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -15076.026367 Penalty: 425.102478 Iteration 14Q: 3 clusters Score -15076.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -15076.795898 Penalty: 425.102478 Iteration 15Q: 3 clusters Score -15076.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -15077.039062 Penalty: 425.102478 Iteration 16Q: 3 clusters Score -15077.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -15077.171875 Penalty: 425.102478 Iteration 17Q: 3 clusters Score -15077.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -15077.171875 Penalty: 425.102478 Iteration 18F: 3 clusters Score -15077.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Entering Unmasked Estep Score: -105771.968750 Penalty: 276.788818 Iteration 0F: 2 clusters Score -105772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -102781.203125 Penalty: 553.577637 Iteration 0F: 3 clusters Score -102781.2 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -104009.468750 Penalty: 553.577637 Iteration 1F: 3 clusters Score -104009.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -104153.226562 Penalty: 553.577637 Iteration 2F: 3 clusters Score -104153.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -104278.601562 Penalty: 553.577637 Iteration 3F: 3 clusters Score -104278.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -104366.039062 Penalty: 553.577637 Iteration 4Q: 3 clusters Score -104366 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -104465.914062 Penalty: 553.577637 Iteration 5Q: 3 clusters Score -104465.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -104569.265625 Penalty: 553.577637 Iteration 6Q: 3 clusters Score -104569.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -104665.726562 Penalty: 553.577637 Iteration 7Q: 3 clusters Score -104665.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -104770.929688 Penalty: 553.577637 Iteration 8Q: 3 clusters Score -104770.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -104882.226562 Penalty: 553.577637 Iteration 9Q: 3 clusters Score -104882.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -104988.015625 Penalty: 553.577637 Iteration 10Q: 3 clusters Score -104988 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -105075.562500 Penalty: 553.577637 Iteration 11Q: 3 clusters Score -105075.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -105147.898438 Penalty: 553.577637 Iteration 12Q: 3 clusters Score -105147.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -105200.445312 Penalty: 553.577637 Iteration 13Q: 3 clusters Score -105200.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -105245.390625 Penalty: 553.577637 Iteration 14Q: 3 clusters Score -105245.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -105278.734375 Penalty: 553.577637 Iteration 15Q: 3 clusters Score -105278.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -105306.750000 Penalty: 553.577637 Iteration 16Q: 3 clusters Score -105306.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -105333.031250 Penalty: 553.577637 Iteration 17Q: 3 clusters Score -105333 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -105368.718750 Penalty: 553.577637 Iteration 18Q: 3 clusters Score -105368.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -105397.984375 Penalty: 553.577637 Iteration 19Q: 3 clusters Score -105398 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -105421.835938 Penalty: 553.577637 Iteration 20F: 3 clusters Score -105421.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -105436.546875 Penalty: 553.577637 Iteration 21Q: 3 clusters Score -105436.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -105449.984375 Penalty: 553.577637 Iteration 22Q: 3 clusters Score -105450 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -105459.835938 Penalty: 553.577637 Iteration 23Q: 3 clusters Score -105459.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -105470.898438 Penalty: 553.577637 Iteration 24Q: 3 clusters Score -105470.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -105477.265625 Penalty: 553.577637 Iteration 25Q: 3 clusters Score -105477.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -105483.429688 Penalty: 553.577637 Iteration 26Q: 3 clusters Score -105483.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -105486.429688 Penalty: 553.577637 Iteration 27Q: 3 clusters Score -105486.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -105488.406250 Penalty: 553.577637 Iteration 28Q: 3 clusters Score -105488.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -105491.382812 Penalty: 553.577637 Iteration 29Q: 3 clusters Score -105491.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -105495.812500 Penalty: 553.577637 Iteration 30Q: 3 clusters Score -105495.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -105499.648438 Penalty: 553.577637 Iteration 31Q: 3 clusters Score -105499.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -105505.046875 Penalty: 553.577637 Iteration 32Q: 3 clusters Score -105505 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -105510.992188 Penalty: 553.577637 Iteration 33Q: 3 clusters Score -105511 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -105516.156250 Penalty: 553.577637 Iteration 34Q: 3 clusters Score -105516.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -105521.179688 Penalty: 553.577637 Iteration 35Q: 3 clusters Score -105521.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -105525.070312 Penalty: 553.577637 Iteration 36Q: 3 clusters Score -105525.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -105527.726562 Penalty: 553.577637 Iteration 37Q: 3 clusters Score -105527.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -105531.562500 Penalty: 553.577637 Iteration 38Q: 3 clusters Score -105531.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -105536.390625 Penalty: 553.577637 Iteration 39Q: 3 clusters Score -105536.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -105538.390625 Penalty: 553.577637 Iteration 40F: 3 clusters Score -105538.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -105539.546875 Penalty: 553.577637 Iteration 41Q: 3 clusters Score -105539.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -105540.210938 Penalty: 553.577637 Iteration 42Q: 3 clusters Score -105540.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -105541.734375 Penalty: 553.577637 Iteration 43Q: 3 clusters Score -105541.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -105542.492188 Penalty: 553.577637 Iteration 44Q: 3 clusters Score -105542.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -105543.031250 Penalty: 553.577637 Iteration 45Q: 3 clusters Score -105543 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -105542.984375 Penalty: 553.577637 Iteration 46Q: 3 clusters Score -105543 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -105542.984375 Penalty: 553.577637 Iteration 47F: 3 clusters Score -105543 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -10198.850586 Penalty: 200.713226 Iteration 0F: 2 clusters Score -10198.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -9813.038086 Penalty: 401.426453 Iteration 0F: 3 clusters Score -9813.038 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -9909.812500 Penalty: 401.426453 Iteration 1F: 3 clusters Score -9909.812 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9934.542969 Penalty: 401.426453 Iteration 2F: 3 clusters Score -9934.543 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9961.382812 Penalty: 401.426453 Iteration 3F: 3 clusters Score -9961.383 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9975.390625 Penalty: 401.426453 Iteration 4Q: 3 clusters Score -9975.391 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9980.351562 Penalty: 401.426453 Iteration 5Q: 3 clusters Score -9980.352 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9983.242188 Penalty: 401.426453 Iteration 6Q: 3 clusters Score -9983.242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -9984.499023 Penalty: 401.426453 Iteration 7Q: 3 clusters Score -9984.499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -9985.622070 Penalty: 401.426453 Iteration 8Q: 3 clusters Score -9985.622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -9985.622070 Penalty: 401.426453 Iteration 9F: 3 clusters Score -9985.622 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -6800.168945 Penalty: 185.473236 Iteration 0F: 2 clusters Score -6800.169 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -6517.752930 Penalty: 370.946472 Iteration 0F: 3 clusters Score -6517.753 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6584.924316 Penalty: 370.946472 Iteration 1F: 3 clusters Score -6584.924 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6597.721191 Penalty: 370.946472 Iteration 2Q: 3 clusters Score -6597.721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6616.105469 Penalty: 370.946472 Iteration 3Q: 3 clusters Score -6616.105 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6629.490234 Penalty: 370.946472 Iteration 4Q: 3 clusters Score -6629.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6634.632812 Penalty: 370.946472 Iteration 5Q: 3 clusters Score -6634.633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6636.421875 Penalty: 370.946472 Iteration 6Q: 3 clusters Score -6636.422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6636.421875 Penalty: 370.946472 Iteration 7F: 3 clusters Score -6636.422 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -47991.746094 Penalty: 247.970398 Iteration 0F: 2 clusters Score -47991.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -46717.730469 Penalty: 495.940796 Iteration 0F: 3 clusters Score -46717.73 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -47230.773438 Penalty: 495.940796 Iteration 1F: 3 clusters Score -47230.77 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -47333.968750 Penalty: 495.940796 Iteration 2F: 3 clusters Score -47333.97 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -47428.960938 Penalty: 495.940796 Iteration 3F: 3 clusters Score -47428.96 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -47508.671875 Penalty: 495.940796 Iteration 4F: 3 clusters Score -47508.67 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -47574.207031 Penalty: 495.940796 Iteration 5Q: 3 clusters Score -47574.21 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -47630.199219 Penalty: 495.940796 Iteration 6Q: 3 clusters Score -47630.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -47681.058594 Penalty: 495.940796 Iteration 7Q: 3 clusters Score -47681.06 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -47709.929688 Penalty: 495.940796 Iteration 8Q: 3 clusters Score -47709.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47729.503906 Penalty: 495.940796 Iteration 9Q: 3 clusters Score -47729.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -47739.460938 Penalty: 495.940796 Iteration 10Q: 3 clusters Score -47739.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -47747.917969 Penalty: 495.940796 Iteration 11Q: 3 clusters Score -47747.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -47760.140625 Penalty: 495.940796 Iteration 12Q: 3 clusters Score -47760.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -47764.589844 Penalty: 495.940796 Iteration 13Q: 3 clusters Score -47764.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -47768.660156 Penalty: 495.940796 Iteration 14Q: 3 clusters Score -47768.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -47772.351562 Penalty: 495.940796 Iteration 15Q: 3 clusters Score -47772.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -47783.281250 Penalty: 495.940796 Iteration 16Q: 3 clusters Score -47783.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -47787.386719 Penalty: 495.940796 Iteration 17Q: 3 clusters Score -47787.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -47793.058594 Penalty: 495.940796 Iteration 18Q: 3 clusters Score -47793.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -47795.617188 Penalty: 495.940796 Iteration 19Q: 3 clusters Score -47795.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -47799.734375 Penalty: 495.940796 Iteration 20F: 3 clusters Score -47799.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47803.968750 Penalty: 495.940796 Iteration 21Q: 3 clusters Score -47803.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -47805.324219 Penalty: 495.940796 Iteration 22Q: 3 clusters Score -47805.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -47809.773438 Penalty: 495.940796 Iteration 23Q: 3 clusters Score -47809.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -47810.707031 Penalty: 495.940796 Iteration 24Q: 3 clusters Score -47810.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -47811.507812 Penalty: 495.940796 Iteration 25Q: 3 clusters Score -47811.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -47811.640625 Penalty: 495.940796 Iteration 26Q: 3 clusters Score -47811.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -47811.640625 Penalty: 495.940796 Iteration 27F: 3 clusters Score -47811.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Entering Unmasked Estep Score: -59057.781250 Penalty: 257.188354 Iteration 0F: 2 clusters Score -59057.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -57346.781250 Penalty: 514.376709 Iteration 0F: 3 clusters Score -57346.78 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -58037.179688 Penalty: 514.376709 Iteration 1F: 3 clusters Score -58037.18 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -58142.437500 Penalty: 514.376709 Iteration 2F: 3 clusters Score -58142.44 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -58234.058594 Penalty: 514.376709 Iteration 3F: 3 clusters Score -58234.06 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -58339.878906 Penalty: 514.376709 Iteration 4F: 3 clusters Score -58339.88 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -58427.707031 Penalty: 514.376709 Iteration 5F: 3 clusters Score -58427.71 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -58501.839844 Penalty: 514.376709 Iteration 6Q: 3 clusters Score -58501.84 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -58578.261719 Penalty: 514.376709 Iteration 7Q: 3 clusters Score -58578.26 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -58654.390625 Penalty: 514.376709 Iteration 8Q: 3 clusters Score -58654.39 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -58719.996094 Penalty: 514.376709 Iteration 9Q: 3 clusters Score -58720 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -58767.621094 Penalty: 514.376709 Iteration 10Q: 3 clusters Score -58767.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -58793.457031 Penalty: 514.376709 Iteration 11Q: 3 clusters Score -58793.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -58805.523438 Penalty: 514.376709 Iteration 12Q: 3 clusters Score -58805.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -58814.578125 Penalty: 514.376709 Iteration 13Q: 3 clusters Score -58814.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -58821.886719 Penalty: 514.376709 Iteration 14Q: 3 clusters Score -58821.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -58829.273438 Penalty: 514.376709 Iteration 15Q: 3 clusters Score -58829.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -58834.148438 Penalty: 514.376709 Iteration 16Q: 3 clusters Score -58834.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -58836.816406 Penalty: 514.376709 Iteration 17Q: 3 clusters Score -58836.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -58836.816406 Penalty: 514.376709 Iteration 18F: 3 clusters Score -58836.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -61213.000000 Penalty: 259.954102 Iteration 0F: 2 clusters Score -61213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -59423.914062 Penalty: 519.908203 Iteration 0F: 3 clusters Score -59423.91 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -60103.976562 Penalty: 519.908203 Iteration 1F: 3 clusters Score -60103.98 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -60199.113281 Penalty: 519.908203 Iteration 2F: 3 clusters Score -60199.11 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -60299.121094 Penalty: 519.908203 Iteration 3F: 3 clusters Score -60299.12 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -60423.667969 Penalty: 519.908203 Iteration 4F: 3 clusters Score -60423.67 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -60569.382812 Penalty: 519.908203 Iteration 5F: 3 clusters Score -60569.38 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -60728.750000 Penalty: 519.908203 Iteration 6F: 3 clusters Score -60728.75 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -60857.382812 Penalty: 519.908203 Iteration 7F: 3 clusters Score -60857.38 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -60928.933594 Penalty: 519.908203 Iteration 8Q: 3 clusters Score -60928.93 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -60967.890625 Penalty: 519.908203 Iteration 9Q: 3 clusters Score -60967.89 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -60992.585938 Penalty: 519.908203 Iteration 10Q: 3 clusters Score -60992.59 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -61012.500000 Penalty: 519.908203 Iteration 11Q: 3 clusters Score -61012.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -61028.824219 Penalty: 519.908203 Iteration 12Q: 3 clusters Score -61028.82 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -61036.796875 Penalty: 519.908203 Iteration 13Q: 3 clusters Score -61036.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -61040.355469 Penalty: 519.908203 Iteration 14Q: 3 clusters Score -61040.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -61043.039062 Penalty: 519.908203 Iteration 15Q: 3 clusters Score -61043.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -61044.750000 Penalty: 519.908203 Iteration 16Q: 3 clusters Score -61044.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -61049.164062 Penalty: 519.908203 Iteration 17Q: 3 clusters Score -61049.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -61052.382812 Penalty: 519.908203 Iteration 18Q: 3 clusters Score -61052.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -61055.453125 Penalty: 519.908203 Iteration 19Q: 3 clusters Score -61055.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -61057.312500 Penalty: 519.908203 Iteration 20F: 3 clusters Score -61057.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -61057.902344 Penalty: 519.908203 Iteration 21Q: 3 clusters Score -61057.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -61058.601562 Penalty: 519.908203 Iteration 22Q: 3 clusters Score -61058.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -61058.726562 Penalty: 519.908203 Iteration 23Q: 3 clusters Score -61058.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -61058.726562 Penalty: 519.908203 Iteration 24F: 3 clusters Score -61058.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -31607.826172 Penalty: 234.436752 Iteration 0F: 2 clusters Score -31607.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -30721.302734 Penalty: 468.873505 Iteration 0F: 3 clusters Score -30721.3 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -31023.361328 Penalty: 468.873505 Iteration 1F: 3 clusters Score -31023.36 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -31058.617188 Penalty: 468.873505 Iteration 2F: 3 clusters Score -31058.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -31076.746094 Penalty: 468.873505 Iteration 3Q: 3 clusters Score -31076.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -31087.349609 Penalty: 468.873505 Iteration 4Q: 3 clusters Score -31087.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -31093.476562 Penalty: 468.873505 Iteration 5Q: 3 clusters Score -31093.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -31101.662109 Penalty: 468.873505 Iteration 6Q: 3 clusters Score -31101.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -31112.892578 Penalty: 468.873505 Iteration 7Q: 3 clusters Score -31112.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -31126.480469 Penalty: 468.873505 Iteration 8Q: 3 clusters Score -31126.48 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -31143.517578 Penalty: 468.873505 Iteration 9Q: 3 clusters Score -31143.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -31161.064453 Penalty: 468.873505 Iteration 10Q: 3 clusters Score -31161.06 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -31177.814453 Penalty: 468.873505 Iteration 11Q: 3 clusters Score -31177.81 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -31201.240234 Penalty: 468.873505 Iteration 12Q: 3 clusters Score -31201.24 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -31241.130859 Penalty: 468.873505 Iteration 13Q: 3 clusters Score -31241.13 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -31276.898438 Penalty: 468.873505 Iteration 14Q: 3 clusters Score -31276.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -31305.929688 Penalty: 468.873505 Iteration 15Q: 3 clusters Score -31305.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -31326.968750 Penalty: 468.873505 Iteration 16Q: 3 clusters Score -31326.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -31342.224609 Penalty: 468.873505 Iteration 17Q: 3 clusters Score -31342.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -31351.646484 Penalty: 468.873505 Iteration 18Q: 3 clusters Score -31351.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -31357.384766 Penalty: 468.873505 Iteration 19Q: 3 clusters Score -31357.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -31365.833984 Penalty: 468.873505 Iteration 20F: 3 clusters Score -31365.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -31368.929688 Penalty: 468.873505 Iteration 21Q: 3 clusters Score -31368.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -31374.226562 Penalty: 468.873505 Iteration 22Q: 3 clusters Score -31374.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -31376.716797 Penalty: 468.873505 Iteration 23Q: 3 clusters Score -31376.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -31379.828125 Penalty: 468.873505 Iteration 24Q: 3 clusters Score -31379.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -31381.511719 Penalty: 468.873505 Iteration 25Q: 3 clusters Score -31381.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -31382.753906 Penalty: 468.873505 Iteration 26Q: 3 clusters Score -31382.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -31384.953125 Penalty: 468.873505 Iteration 27Q: 3 clusters Score -31384.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -31387.175781 Penalty: 468.873505 Iteration 28Q: 3 clusters Score -31387.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -31389.878906 Penalty: 468.873505 Iteration 29Q: 3 clusters Score -31389.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -31391.562500 Penalty: 468.873505 Iteration 30Q: 3 clusters Score -31391.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -31391.562500 Penalty: 468.873505 Iteration 31F: 3 clusters Score -31391.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Entering Unmasked Estep Score: -71216.687500 Penalty: 262.436310 Iteration 0F: 2 clusters Score -71216.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -69304.804688 Penalty: 524.872620 Iteration 0F: 3 clusters Score -69304.8 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -70043.726562 Penalty: 524.872620 Iteration 1F: 3 clusters Score -70043.73 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -70121.523438 Penalty: 524.872620 Iteration 2F: 3 clusters Score -70121.52 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -70180.867188 Penalty: 524.872620 Iteration 3F: 3 clusters Score -70180.87 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -70230.007812 Penalty: 524.872620 Iteration 4Q: 3 clusters Score -70230.01 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -70291.101562 Penalty: 524.872620 Iteration 5Q: 3 clusters Score -70291.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -70353.953125 Penalty: 524.872620 Iteration 6Q: 3 clusters Score -70353.95 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -70441.664062 Penalty: 524.872620 Iteration 7Q: 3 clusters Score -70441.66 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -70538.078125 Penalty: 524.872620 Iteration 8Q: 3 clusters Score -70538.08 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -70617.531250 Penalty: 524.872620 Iteration 9Q: 3 clusters Score -70617.53 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -70682.531250 Penalty: 524.872620 Iteration 10Q: 3 clusters Score -70682.53 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -70735.601562 Penalty: 524.872620 Iteration 11Q: 3 clusters Score -70735.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -70783.390625 Penalty: 524.872620 Iteration 12Q: 3 clusters Score -70783.39 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -70817.945312 Penalty: 524.872620 Iteration 13Q: 3 clusters Score -70817.95 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -70843.062500 Penalty: 524.872620 Iteration 14Q: 3 clusters Score -70843.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70863.562500 Penalty: 524.872620 Iteration 15Q: 3 clusters Score -70863.56 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -70880.851562 Penalty: 524.872620 Iteration 16Q: 3 clusters Score -70880.85 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -70895.257812 Penalty: 524.872620 Iteration 17Q: 3 clusters Score -70895.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -70923.187500 Penalty: 524.872620 Iteration 18Q: 3 clusters Score -70923.19 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -70942.898438 Penalty: 524.872620 Iteration 19Q: 3 clusters Score -70942.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -70957.148438 Penalty: 524.872620 Iteration 20F: 3 clusters Score -70957.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -70969.210938 Penalty: 524.872620 Iteration 21Q: 3 clusters Score -70969.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -70985.125000 Penalty: 524.872620 Iteration 22Q: 3 clusters Score -70985.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -70994.164062 Penalty: 524.872620 Iteration 23Q: 3 clusters Score -70994.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -71000.156250 Penalty: 524.872620 Iteration 24Q: 3 clusters Score -71000.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -71003.375000 Penalty: 524.872620 Iteration 25Q: 3 clusters Score -71003.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -71006.664062 Penalty: 524.872620 Iteration 26Q: 3 clusters Score -71006.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -71011.093750 Penalty: 524.872620 Iteration 27Q: 3 clusters Score -71011.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -71014.437500 Penalty: 524.872620 Iteration 28Q: 3 clusters Score -71014.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -71016.023438 Penalty: 524.872620 Iteration 29Q: 3 clusters Score -71016.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -71019.781250 Penalty: 524.872620 Iteration 30Q: 3 clusters Score -71019.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -71020.476562 Penalty: 524.872620 Iteration 31Q: 3 clusters Score -71020.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -71020.750000 Penalty: 524.872620 Iteration 32Q: 3 clusters Score -71020.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -71020.750000 Penalty: 524.872620 Iteration 33F: 3 clusters Score -71020.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Entering Unmasked Estep Score: -98564.664062 Penalty: 273.695374 Iteration 0F: 2 clusters Score -98564.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -95848.976562 Penalty: 547.390747 Iteration 0F: 3 clusters Score -95848.98 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -96885.000000 Penalty: 547.390747 Iteration 1F: 3 clusters Score -96885 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -97205.257812 Penalty: 547.390747 Iteration 2F: 3 clusters Score -97205.26 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -97615.632812 Penalty: 547.390747 Iteration 3F: 3 clusters Score -97615.63 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -97953.101562 Penalty: 547.390747 Iteration 4F: 3 clusters Score -97953.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -98244.359375 Penalty: 547.390747 Iteration 5F: 3 clusters Score -98244.36 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -98403.203125 Penalty: 547.390747 Iteration 6Q: 3 clusters Score -98403.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -98484.601562 Penalty: 547.390747 Iteration 7Q: 3 clusters Score -98484.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -98551.828125 Penalty: 547.390747 Iteration 8Q: 3 clusters Score -98551.83 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -98565.937500 Penalty: 547.390747 Iteration 9Q: 3 clusters Score -98565.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -98583.453125 Penalty: 547.390747 Iteration 10Q: 3 clusters Score -98583.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -98597.546875 Penalty: 547.390747 Iteration 11Q: 3 clusters Score -98597.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -98606.218750 Penalty: 547.390747 Iteration 12Q: 3 clusters Score -98606.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -98613.671875 Penalty: 547.390747 Iteration 13Q: 3 clusters Score -98613.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -98617.039062 Penalty: 547.390747 Iteration 14Q: 3 clusters Score -98617.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -98620.523438 Penalty: 547.390747 Iteration 15Q: 3 clusters Score -98620.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -98623.617188 Penalty: 547.390747 Iteration 16Q: 3 clusters Score -98623.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -98627.414062 Penalty: 547.390747 Iteration 17Q: 3 clusters Score -98627.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -98632.062500 Penalty: 547.390747 Iteration 18Q: 3 clusters Score -98632.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -98633.750000 Penalty: 547.390747 Iteration 19Q: 3 clusters Score -98633.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -98634.218750 Penalty: 547.390747 Iteration 20F: 3 clusters Score -98634.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -98634.421875 Penalty: 547.390747 Iteration 21Q: 3 clusters Score -98634.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -98634.421875 Penalty: 547.390747 Iteration 22F: 3 clusters Score -98634.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 204 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3423 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Mstep: Class 38 contains 4770 members Mstep: Class 39 contains 171 members Mstep: Class 40 contains 576 members Entering Unmasked Estep Score: -1240088.625000 Penalty: 14535.624023 Splitting cluster 27 changes total score from -1239980.500000 to -1240088.625000 So it's getting split into cluster 40. Entering ConstructFrom: Trying to split cluster 28 (1355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Entering Unmasked Estep Score: -28309.595703 Penalty: 237.981384 Iteration 0F: 2 clusters Score -28309.6 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 683 members Entering Unmasked Estep Score: -27330.728516 Penalty: 475.962769 Iteration 0F: 3 clusters Score -27330.73 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -27680.615234 Penalty: 475.962769 Iteration 1F: 3 clusters Score -27680.62 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -27733.816406 Penalty: 475.962769 Iteration 2F: 3 clusters Score -27733.82 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -27767.916016 Penalty: 475.962769 Iteration 3Q: 3 clusters Score -27767.92 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -27814.933594 Penalty: 475.962769 Iteration 4Q: 3 clusters Score -27814.93 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -27860.615234 Penalty: 475.962769 Iteration 5Q: 3 clusters Score -27860.62 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -27904.451172 Penalty: 475.962769 Iteration 6Q: 3 clusters Score -27904.45 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -27935.595703 Penalty: 475.962769 Iteration 7Q: 3 clusters Score -27935.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -27954.941406 Penalty: 475.962769 Iteration 8Q: 3 clusters Score -27954.94 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -27980.625000 Penalty: 475.962769 Iteration 9Q: 3 clusters Score -27980.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -28004.074219 Penalty: 475.962769 Iteration 10Q: 3 clusters Score -28004.07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -28023.353516 Penalty: 475.962769 Iteration 11Q: 3 clusters Score -28023.35 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -28039.015625 Penalty: 475.962769 Iteration 12Q: 3 clusters Score -28039.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -28050.757812 Penalty: 475.962769 Iteration 13Q: 3 clusters Score -28050.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -28059.162109 Penalty: 475.962769 Iteration 14Q: 3 clusters Score -28059.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -28067.003906 Penalty: 475.962769 Iteration 15Q: 3 clusters Score -28067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -28073.496094 Penalty: 475.962769 Iteration 16Q: 3 clusters Score -28073.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -28078.029297 Penalty: 475.962769 Iteration 17Q: 3 clusters Score -28078.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -28078.994141 Penalty: 475.962769 Iteration 18Q: 3 clusters Score -28078.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -28079.039062 Penalty: 475.962769 Iteration 19Q: 3 clusters Score -28079.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -28079.039062 Penalty: 475.962769 Iteration 20F: 3 clusters Score -28079.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -4160.531738 Penalty: 175.335800 Iteration 0F: 2 clusters Score -4160.532 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -3915.757324 Penalty: 350.671600 Iteration 0F: 3 clusters Score -3915.757 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -3965.536865 Penalty: 350.671600 Iteration 1F: 3 clusters Score -3965.537 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -3981.162842 Penalty: 350.671600 Iteration 2F: 3 clusters Score -3981.163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -3991.114990 Penalty: 350.671600 Iteration 3Q: 3 clusters Score -3991.115 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -3997.848633 Penalty: 350.671600 Iteration 4Q: 3 clusters Score -3997.849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -4001.039795 Penalty: 350.671600 Iteration 5Q: 3 clusters Score -4001.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -4001.878418 Penalty: 350.671600 Iteration 6Q: 3 clusters Score -4001.878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -4001.878418 Penalty: 350.671600 Iteration 7F: 3 clusters Score -4001.878 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Entering Unmasked Estep Score: -59720.722656 Penalty: 260.352142 Iteration 0F: 2 clusters Score -59720.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -57946.859375 Penalty: 520.704285 Iteration 0F: 3 clusters Score -57946.86 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -58642.046875 Penalty: 520.704285 Iteration 1F: 3 clusters Score -58642.05 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -58797.804688 Penalty: 520.704285 Iteration 2F: 3 clusters Score -58797.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -59026.015625 Penalty: 520.704285 Iteration 3F: 3 clusters Score -59026.02 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -59244.175781 Penalty: 520.704285 Iteration 4F: 3 clusters Score -59244.18 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -59421.281250 Penalty: 520.704285 Iteration 5F: 3 clusters Score -59421.28 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -59523.656250 Penalty: 520.704285 Iteration 6Q: 3 clusters Score -59523.66 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -59584.265625 Penalty: 520.704285 Iteration 7Q: 3 clusters Score -59584.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -59623.136719 Penalty: 520.704285 Iteration 8Q: 3 clusters Score -59623.14 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -59639.351562 Penalty: 520.704285 Iteration 9Q: 3 clusters Score -59639.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -59643.246094 Penalty: 520.704285 Iteration 10Q: 3 clusters Score -59643.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -59644.886719 Penalty: 520.704285 Iteration 11Q: 3 clusters Score -59644.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -59647.109375 Penalty: 520.704285 Iteration 12Q: 3 clusters Score -59647.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -59648.671875 Penalty: 520.704285 Iteration 13Q: 3 clusters Score -59648.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -59649.675781 Penalty: 520.704285 Iteration 14Q: 3 clusters Score -59649.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -59649.843750 Penalty: 520.704285 Iteration 15Q: 3 clusters Score -59649.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -59649.843750 Penalty: 520.704285 Iteration 16F: 3 clusters Score -59649.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -8648.109375 Penalty: 196.882843 Iteration 0F: 2 clusters Score -8648.109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -8283.240234 Penalty: 393.765686 Iteration 0F: 3 clusters Score -8283.24 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -8383.801758 Penalty: 393.765686 Iteration 1F: 3 clusters Score -8383.802 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -8407.609375 Penalty: 393.765686 Iteration 2F: 3 clusters Score -8407.609 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -8423.000000 Penalty: 393.765686 Iteration 3Q: 3 clusters Score -8423 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8438.143555 Penalty: 393.765686 Iteration 4Q: 3 clusters Score -8438.144 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -8451.121094 Penalty: 393.765686 Iteration 5Q: 3 clusters Score -8451.121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -8461.793945 Penalty: 393.765686 Iteration 6Q: 3 clusters Score -8461.794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -8467.712891 Penalty: 393.765686 Iteration 7Q: 3 clusters Score -8467.713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -8472.186523 Penalty: 393.765686 Iteration 8Q: 3 clusters Score -8472.187 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8476.566406 Penalty: 393.765686 Iteration 9Q: 3 clusters Score -8476.566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -8482.901367 Penalty: 393.765686 Iteration 10Q: 3 clusters Score -8482.901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -8485.869141 Penalty: 393.765686 Iteration 11Q: 3 clusters Score -8485.869 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -8488.307617 Penalty: 393.765686 Iteration 12Q: 3 clusters Score -8488.308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8492.825195 Penalty: 393.765686 Iteration 13Q: 3 clusters Score -8492.825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8496.181641 Penalty: 393.765686 Iteration 14Q: 3 clusters Score -8496.182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8497.786133 Penalty: 393.765686 Iteration 15Q: 3 clusters Score -8497.786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8498.800781 Penalty: 393.765686 Iteration 16Q: 3 clusters Score -8498.801 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8498.800781 Penalty: 393.765686 Iteration 17F: 3 clusters Score -8498.801 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Entering Unmasked Estep Score: -178572.890625 Penalty: 293.807953 Iteration 0F: 2 clusters Score -178572.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -173770.890625 Penalty: 587.615906 Iteration 0F: 3 clusters Score -173770.9 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -176189.250000 Penalty: 587.615906 Iteration 1F: 3 clusters Score -176189.2 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -176614.187500 Penalty: 587.615906 Iteration 2F: 3 clusters Score -176614.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -176953.843750 Penalty: 587.615906 Iteration 3F: 3 clusters Score -176953.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -177216.984375 Penalty: 587.615906 Iteration 4F: 3 clusters Score -177217 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -177400.859375 Penalty: 587.615906 Iteration 5Q: 3 clusters Score -177400.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -177498.890625 Penalty: 587.615906 Iteration 6Q: 3 clusters Score -177498.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -177551.609375 Penalty: 587.615906 Iteration 7Q: 3 clusters Score -177551.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -177592.750000 Penalty: 587.615906 Iteration 8Q: 3 clusters Score -177592.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -177624.281250 Penalty: 587.615906 Iteration 9Q: 3 clusters Score -177624.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -177656.921875 Penalty: 587.615906 Iteration 10Q: 3 clusters Score -177656.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -177691.921875 Penalty: 587.615906 Iteration 11Q: 3 clusters Score -177691.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -177725.531250 Penalty: 587.615906 Iteration 12Q: 3 clusters Score -177725.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -177765.953125 Penalty: 587.615906 Iteration 13Q: 3 clusters Score -177766 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -177811.875000 Penalty: 587.615906 Iteration 14Q: 3 clusters Score -177811.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -177859.343750 Penalty: 587.615906 Iteration 15Q: 3 clusters Score -177859.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -177911.484375 Penalty: 587.615906 Iteration 16Q: 3 clusters Score -177911.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -177964.546875 Penalty: 587.615906 Iteration 17Q: 3 clusters Score -177964.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -178021.906250 Penalty: 587.615906 Iteration 18Q: 3 clusters Score -178021.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -178071.468750 Penalty: 587.615906 Iteration 19Q: 3 clusters Score -178071.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -178114.109375 Penalty: 587.615906 Iteration 20F: 3 clusters Score -178114.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -178146.031250 Penalty: 587.615906 Iteration 21Q: 3 clusters Score -178146 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -178167.843750 Penalty: 587.615906 Iteration 22Q: 3 clusters Score -178167.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -178182.281250 Penalty: 587.615906 Iteration 23Q: 3 clusters Score -178182.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -178191.250000 Penalty: 587.615906 Iteration 24Q: 3 clusters Score -178191.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -178203.296875 Penalty: 587.615906 Iteration 25Q: 3 clusters Score -178203.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -178213.968750 Penalty: 587.615906 Iteration 26Q: 3 clusters Score -178214 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -178221.796875 Penalty: 587.615906 Iteration 27Q: 3 clusters Score -178221.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -178230.015625 Penalty: 587.615906 Iteration 28Q: 3 clusters Score -178230 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -178234.578125 Penalty: 587.615906 Iteration 29Q: 3 clusters Score -178234.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -178239.250000 Penalty: 587.615906 Iteration 30Q: 3 clusters Score -178239.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -178243.859375 Penalty: 587.615906 Iteration 31Q: 3 clusters Score -178243.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -178248.531250 Penalty: 587.615906 Iteration 32Q: 3 clusters Score -178248.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -178254.390625 Penalty: 587.615906 Iteration 33Q: 3 clusters Score -178254.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -178261.562500 Penalty: 587.615906 Iteration 34Q: 3 clusters Score -178261.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -178267.875000 Penalty: 587.615906 Iteration 35Q: 3 clusters Score -178267.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -178272.765625 Penalty: 587.615906 Iteration 36Q: 3 clusters Score -178272.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -178275.468750 Penalty: 587.615906 Iteration 37Q: 3 clusters Score -178275.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -178276.625000 Penalty: 587.615906 Iteration 38Q: 3 clusters Score -178276.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -178277.453125 Penalty: 587.615906 Iteration 39Q: 3 clusters Score -178277.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -178280.984375 Penalty: 587.615906 Iteration 40F: 3 clusters Score -178281 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -178284.593750 Penalty: 587.615906 Iteration 41Q: 3 clusters Score -178284.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -178290.781250 Penalty: 587.615906 Iteration 42Q: 3 clusters Score -178290.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -178294.296875 Penalty: 587.615906 Iteration 43Q: 3 clusters Score -178294.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -178298.437500 Penalty: 587.615906 Iteration 44Q: 3 clusters Score -178298.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -178301.859375 Penalty: 587.615906 Iteration 45Q: 3 clusters Score -178301.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -178304.562500 Penalty: 587.615906 Iteration 46Q: 3 clusters Score -178304.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -178307.921875 Penalty: 587.615906 Iteration 47Q: 3 clusters Score -178307.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -178312.421875 Penalty: 587.615906 Iteration 48Q: 3 clusters Score -178312.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -178317.343750 Penalty: 587.615906 Iteration 49Q: 3 clusters Score -178317.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -178322.656250 Penalty: 587.615906 Iteration 50Q: 3 clusters Score -178322.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -178327.484375 Penalty: 587.615906 Iteration 51Q: 3 clusters Score -178327.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -178330.906250 Penalty: 587.615906 Iteration 52Q: 3 clusters Score -178330.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -178332.750000 Penalty: 587.615906 Iteration 53Q: 3 clusters Score -178332.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -178334.484375 Penalty: 587.615906 Iteration 54Q: 3 clusters Score -178334.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -178336.281250 Penalty: 587.615906 Iteration 55Q: 3 clusters Score -178336.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -178336.859375 Penalty: 587.615906 Iteration 56Q: 3 clusters Score -178336.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -178338.812500 Penalty: 587.615906 Iteration 57Q: 3 clusters Score -178338.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -178339.515625 Penalty: 587.615906 Iteration 58Q: 3 clusters Score -178339.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -178339.750000 Penalty: 587.615906 Iteration 59Q: 3 clusters Score -178339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -178339.875000 Penalty: 587.615906 Iteration 60F: 3 clusters Score -178339.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -178340.703125 Penalty: 587.615906 Iteration 61Q: 3 clusters Score -178340.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -178342.562500 Penalty: 587.615906 Iteration 62Q: 3 clusters Score -178342.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -178344.875000 Penalty: 587.615906 Iteration 63Q: 3 clusters Score -178344.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -178348.171875 Penalty: 587.615906 Iteration 64Q: 3 clusters Score -178348.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -178348.484375 Penalty: 587.615906 Iteration 65Q: 3 clusters Score -178348.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -178348.484375 Penalty: 587.615906 Iteration 66F: 3 clusters Score -178348.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -7321.532715 Penalty: 193.122681 Iteration 0F: 2 clusters Score -7321.533 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -6980.255859 Penalty: 386.245361 Iteration 0F: 3 clusters Score -6980.256 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -7058.274414 Penalty: 386.245361 Iteration 1F: 3 clusters Score -7058.274 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -7074.274902 Penalty: 386.245361 Iteration 2F: 3 clusters Score -7074.275 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -7081.872070 Penalty: 386.245361 Iteration 3Q: 3 clusters Score -7081.872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -7090.478516 Penalty: 386.245361 Iteration 4Q: 3 clusters Score -7090.479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -7098.712891 Penalty: 386.245361 Iteration 5Q: 3 clusters Score -7098.713 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -7103.282227 Penalty: 386.245361 Iteration 6Q: 3 clusters Score -7103.282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -7106.004395 Penalty: 386.245361 Iteration 7Q: 3 clusters Score -7106.004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7107.130371 Penalty: 386.245361 Iteration 8Q: 3 clusters Score -7107.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7108.716797 Penalty: 386.245361 Iteration 9Q: 3 clusters Score -7108.717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -7108.864258 Penalty: 386.245361 Iteration 10Q: 3 clusters Score -7108.864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7110.173340 Penalty: 386.245361 Iteration 11Q: 3 clusters Score -7110.173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7113.041504 Penalty: 386.245361 Iteration 12Q: 3 clusters Score -7113.042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7114.416016 Penalty: 386.245361 Iteration 13Q: 3 clusters Score -7114.416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7117.272461 Penalty: 386.245361 Iteration 14Q: 3 clusters Score -7117.272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -7119.706055 Penalty: 386.245361 Iteration 15Q: 3 clusters Score -7119.706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -7121.695312 Penalty: 386.245361 Iteration 16Q: 3 clusters Score -7121.695 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -7124.129395 Penalty: 386.245361 Iteration 17Q: 3 clusters Score -7124.129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7128.358887 Penalty: 386.245361 Iteration 18Q: 3 clusters Score -7128.359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7128.929199 Penalty: 386.245361 Iteration 19Q: 3 clusters Score -7128.929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -7129.826172 Penalty: 386.245361 Iteration 20F: 3 clusters Score -7129.826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7131.175293 Penalty: 386.245361 Iteration 21Q: 3 clusters Score -7131.175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -7136.718262 Penalty: 386.245361 Iteration 22Q: 3 clusters Score -7136.718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -7139.892578 Penalty: 386.245361 Iteration 23Q: 3 clusters Score -7139.893 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -7142.502930 Penalty: 386.245361 Iteration 24Q: 3 clusters Score -7142.503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -7145.461914 Penalty: 386.245361 Iteration 25Q: 3 clusters Score -7145.462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -7146.051270 Penalty: 386.245361 Iteration 26Q: 3 clusters Score -7146.051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -7146.155762 Penalty: 386.245361 Iteration 27Q: 3 clusters Score -7146.156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -7146.155762 Penalty: 386.245361 Iteration 28F: 3 clusters Score -7146.156 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Entering Unmasked Estep Score: -23348.636719 Penalty: 223.170074 Iteration 0F: 2 clusters Score -23348.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -22667.546875 Penalty: 446.340149 Iteration 0F: 3 clusters Score -22667.55 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -22932.585938 Penalty: 446.340149 Iteration 1F: 3 clusters Score -22932.59 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -22985.421875 Penalty: 446.340149 Iteration 2F: 3 clusters Score -22985.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -23020.826172 Penalty: 446.340149 Iteration 3F: 3 clusters Score -23020.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -23038.884766 Penalty: 446.340149 Iteration 4Q: 3 clusters Score -23038.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -23066.976562 Penalty: 446.340149 Iteration 5Q: 3 clusters Score -23066.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -23092.083984 Penalty: 446.340149 Iteration 6Q: 3 clusters Score -23092.08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -23110.912109 Penalty: 446.340149 Iteration 7Q: 3 clusters Score -23110.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -23120.708984 Penalty: 446.340149 Iteration 8Q: 3 clusters Score -23120.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -23134.277344 Penalty: 446.340149 Iteration 9Q: 3 clusters Score -23134.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -23140.781250 Penalty: 446.340149 Iteration 10Q: 3 clusters Score -23140.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -23147.455078 Penalty: 446.340149 Iteration 11Q: 3 clusters Score -23147.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -23154.869141 Penalty: 446.340149 Iteration 12Q: 3 clusters Score -23154.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -23158.279297 Penalty: 446.340149 Iteration 13Q: 3 clusters Score -23158.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -23159.994141 Penalty: 446.340149 Iteration 14Q: 3 clusters Score -23159.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -23160.740234 Penalty: 446.340149 Iteration 15Q: 3 clusters Score -23160.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -23161.056641 Penalty: 446.340149 Iteration 16Q: 3 clusters Score -23161.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -23161.056641 Penalty: 446.340149 Iteration 17F: 3 clusters Score -23161.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -9140.954102 Penalty: 196.457031 Iteration 0F: 2 clusters Score -9140.954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -8782.388672 Penalty: 392.914062 Iteration 0F: 3 clusters Score -8782.389 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -8858.316406 Penalty: 392.914062 Iteration 1F: 3 clusters Score -8858.316 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -8885.492188 Penalty: 392.914062 Iteration 2F: 3 clusters Score -8885.492 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -8899.508789 Penalty: 392.914062 Iteration 3Q: 3 clusters Score -8899.509 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -8907.615234 Penalty: 392.914062 Iteration 4Q: 3 clusters Score -8907.615 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -8914.198242 Penalty: 392.914062 Iteration 5Q: 3 clusters Score -8914.198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8916.641602 Penalty: 392.914062 Iteration 6Q: 3 clusters Score -8916.642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -8919.287109 Penalty: 392.914062 Iteration 7Q: 3 clusters Score -8919.287 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8924.329102 Penalty: 392.914062 Iteration 8Q: 3 clusters Score -8924.329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -8927.162109 Penalty: 392.914062 Iteration 9Q: 3 clusters Score -8927.162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -8930.521484 Penalty: 392.914062 Iteration 10Q: 3 clusters Score -8930.521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -8931.643555 Penalty: 392.914062 Iteration 11Q: 3 clusters Score -8931.644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -8932.349609 Penalty: 392.914062 Iteration 12Q: 3 clusters Score -8932.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8933.573242 Penalty: 392.914062 Iteration 13Q: 3 clusters Score -8933.573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8934.705078 Penalty: 392.914062 Iteration 14Q: 3 clusters Score -8934.705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8937.065430 Penalty: 392.914062 Iteration 15Q: 3 clusters Score -8937.065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8937.497070 Penalty: 392.914062 Iteration 16Q: 3 clusters Score -8937.497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8937.497070 Penalty: 392.914062 Iteration 17F: 3 clusters Score -8937.497 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Entering Unmasked Estep Score: -22171.742188 Penalty: 221.366776 Iteration 0F: 2 clusters Score -22171.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -21507.732422 Penalty: 442.733551 Iteration 0F: 3 clusters Score -21507.73 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -21715.392578 Penalty: 442.733551 Iteration 1F: 3 clusters Score -21715.39 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -21768.304688 Penalty: 442.733551 Iteration 2F: 3 clusters Score -21768.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -21796.265625 Penalty: 442.733551 Iteration 3F: 3 clusters Score -21796.27 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -21819.062500 Penalty: 442.733551 Iteration 4Q: 3 clusters Score -21819.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -21844.150391 Penalty: 442.733551 Iteration 5Q: 3 clusters Score -21844.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -21862.929688 Penalty: 442.733551 Iteration 6Q: 3 clusters Score -21862.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -21881.589844 Penalty: 442.733551 Iteration 7Q: 3 clusters Score -21881.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -21896.019531 Penalty: 442.733551 Iteration 8Q: 3 clusters Score -21896.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -21911.615234 Penalty: 442.733551 Iteration 9Q: 3 clusters Score -21911.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -21920.171875 Penalty: 442.733551 Iteration 10Q: 3 clusters Score -21920.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -21925.486328 Penalty: 442.733551 Iteration 11Q: 3 clusters Score -21925.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -21930.261719 Penalty: 442.733551 Iteration 12Q: 3 clusters Score -21930.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -21932.609375 Penalty: 442.733551 Iteration 13Q: 3 clusters Score -21932.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -21935.873047 Penalty: 442.733551 Iteration 14Q: 3 clusters Score -21935.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -21940.000000 Penalty: 442.733551 Iteration 15Q: 3 clusters Score -21940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -21941.568359 Penalty: 442.733551 Iteration 16Q: 3 clusters Score -21941.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -21942.294922 Penalty: 442.733551 Iteration 17Q: 3 clusters Score -21942.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -21942.294922 Penalty: 442.733551 Iteration 18F: 3 clusters Score -21942.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (3905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Entering Unmasked Estep Score: -89195.500000 Penalty: 272.910431 Iteration 0F: 2 clusters Score -89195.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -86620.812500 Penalty: 545.820862 Iteration 0F: 3 clusters Score -86620.81 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -87681.609375 Penalty: 545.820862 Iteration 1F: 3 clusters Score -87681.61 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -87881.242188 Penalty: 545.820862 Iteration 2F: 3 clusters Score -87881.24 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -88070.476562 Penalty: 545.820862 Iteration 3F: 3 clusters Score -88070.48 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -88263.726562 Penalty: 545.820862 Iteration 4F: 3 clusters Score -88263.73 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -88380.437500 Penalty: 545.820862 Iteration 5F: 3 clusters Score -88380.44 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -88442.039062 Penalty: 545.820862 Iteration 6Q: 3 clusters Score -88442.04 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -88475.812500 Penalty: 545.820862 Iteration 7Q: 3 clusters Score -88475.81 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -88492.039062 Penalty: 545.820862 Iteration 8Q: 3 clusters Score -88492.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -88500.914062 Penalty: 545.820862 Iteration 9Q: 3 clusters Score -88500.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -88507.195312 Penalty: 545.820862 Iteration 10Q: 3 clusters Score -88507.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -88510.632812 Penalty: 545.820862 Iteration 11Q: 3 clusters Score -88510.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -88513.937500 Penalty: 545.820862 Iteration 12Q: 3 clusters Score -88513.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -88517.039062 Penalty: 545.820862 Iteration 13Q: 3 clusters Score -88517.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -88520.226562 Penalty: 545.820862 Iteration 14Q: 3 clusters Score -88520.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -88523.343750 Penalty: 545.820862 Iteration 15Q: 3 clusters Score -88523.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -88527.687500 Penalty: 545.820862 Iteration 16Q: 3 clusters Score -88527.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -88531.148438 Penalty: 545.820862 Iteration 17Q: 3 clusters Score -88531.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -88534.109375 Penalty: 545.820862 Iteration 18Q: 3 clusters Score -88534.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -88538.593750 Penalty: 545.820862 Iteration 19Q: 3 clusters Score -88538.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -88541.101562 Penalty: 545.820862 Iteration 20F: 3 clusters Score -88541.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -88543.148438 Penalty: 545.820862 Iteration 21Q: 3 clusters Score -88543.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -88545.406250 Penalty: 545.820862 Iteration 22Q: 3 clusters Score -88545.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -88548.093750 Penalty: 545.820862 Iteration 23Q: 3 clusters Score -88548.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -88553.000000 Penalty: 545.820862 Iteration 24Q: 3 clusters Score -88553 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -88557.257812 Penalty: 545.820862 Iteration 25Q: 3 clusters Score -88557.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -88559.140625 Penalty: 545.820862 Iteration 26Q: 3 clusters Score -88559.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -88561.460938 Penalty: 545.820862 Iteration 27Q: 3 clusters Score -88561.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -88565.937500 Penalty: 545.820862 Iteration 28Q: 3 clusters Score -88565.94 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -88571.601562 Penalty: 545.820862 Iteration 29Q: 3 clusters Score -88571.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -88575.757812 Penalty: 545.820862 Iteration 30Q: 3 clusters Score -88575.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -88577.625000 Penalty: 545.820862 Iteration 31Q: 3 clusters Score -88577.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -88579.734375 Penalty: 545.820862 Iteration 32Q: 3 clusters Score -88579.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -88581.312500 Penalty: 545.820862 Iteration 33Q: 3 clusters Score -88581.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -88582.750000 Penalty: 545.820862 Iteration 34Q: 3 clusters Score -88582.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -88583.929688 Penalty: 545.820862 Iteration 35Q: 3 clusters Score -88583.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -88585.085938 Penalty: 545.820862 Iteration 36Q: 3 clusters Score -88585.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -88586.343750 Penalty: 545.820862 Iteration 37Q: 3 clusters Score -88586.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -88587.851562 Penalty: 545.820862 Iteration 38Q: 3 clusters Score -88587.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -88588.429688 Penalty: 545.820862 Iteration 39Q: 3 clusters Score -88588.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -88589.632812 Penalty: 545.820862 Iteration 40F: 3 clusters Score -88589.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -88590.492188 Penalty: 545.820862 Iteration 41Q: 3 clusters Score -88590.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -88591.125000 Penalty: 545.820862 Iteration 42Q: 3 clusters Score -88591.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -88592.367188 Penalty: 545.820862 Iteration 43Q: 3 clusters Score -88592.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -88592.585938 Penalty: 545.820862 Iteration 44Q: 3 clusters Score -88592.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -88593.179688 Penalty: 545.820862 Iteration 45Q: 3 clusters Score -88593.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -88594.437500 Penalty: 545.820862 Iteration 46Q: 3 clusters Score -88594.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -88595.445312 Penalty: 545.820862 Iteration 47Q: 3 clusters Score -88595.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -88597.226562 Penalty: 545.820862 Iteration 48Q: 3 clusters Score -88597.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -88599.789062 Penalty: 545.820862 Iteration 49Q: 3 clusters Score -88599.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -88603.257812 Penalty: 545.820862 Iteration 50Q: 3 clusters Score -88603.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -88606.734375 Penalty: 545.820862 Iteration 51Q: 3 clusters Score -88606.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -88608.921875 Penalty: 545.820862 Iteration 52Q: 3 clusters Score -88608.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -88610.945312 Penalty: 545.820862 Iteration 53Q: 3 clusters Score -88610.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -88611.796875 Penalty: 545.820862 Iteration 54Q: 3 clusters Score -88611.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -88614.164062 Penalty: 545.820862 Iteration 55Q: 3 clusters Score -88614.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -88616.500000 Penalty: 545.820862 Iteration 56Q: 3 clusters Score -88616.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -88617.953125 Penalty: 545.820862 Iteration 57Q: 3 clusters Score -88617.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -88618.882812 Penalty: 545.820862 Iteration 58Q: 3 clusters Score -88618.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -88619.335938 Penalty: 545.820862 Iteration 59Q: 3 clusters Score -88619.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -88620.601562 Penalty: 545.820862 Iteration 60F: 3 clusters Score -88620.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -88623.468750 Penalty: 545.820862 Iteration 61Q: 3 clusters Score -88623.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -88626.898438 Penalty: 545.820862 Iteration 62Q: 3 clusters Score -88626.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -88633.859375 Penalty: 545.820862 Iteration 63Q: 3 clusters Score -88633.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -88638.656250 Penalty: 545.820862 Iteration 64Q: 3 clusters Score -88638.66 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -88643.023438 Penalty: 545.820862 Iteration 65Q: 3 clusters Score -88643.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -88646.835938 Penalty: 545.820862 Iteration 66Q: 3 clusters Score -88646.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -88650.750000 Penalty: 545.820862 Iteration 67Q: 3 clusters Score -88650.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -88652.640625 Penalty: 545.820862 Iteration 68Q: 3 clusters Score -88652.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -88657.468750 Penalty: 545.820862 Iteration 69Q: 3 clusters Score -88657.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -88663.382812 Penalty: 545.820862 Iteration 70Q: 3 clusters Score -88663.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -88673.703125 Penalty: 545.820862 Iteration 71Q: 3 clusters Score -88673.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -88683.726562 Penalty: 545.820862 Iteration 72Q: 3 clusters Score -88683.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -88692.718750 Penalty: 545.820862 Iteration 73Q: 3 clusters Score -88692.72 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -88701.703125 Penalty: 545.820862 Iteration 74Q: 3 clusters Score -88701.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -88707.539062 Penalty: 545.820862 Iteration 75Q: 3 clusters Score -88707.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -88712.921875 Penalty: 545.820862 Iteration 76Q: 3 clusters Score -88712.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -88718.726562 Penalty: 545.820862 Iteration 77Q: 3 clusters Score -88718.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -88726.765625 Penalty: 545.820862 Iteration 78Q: 3 clusters Score -88726.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -88732.203125 Penalty: 545.820862 Iteration 79Q: 3 clusters Score -88732.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -88742.164062 Penalty: 545.820862 Iteration 80F: 3 clusters Score -88742.16 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -88753.203125 Penalty: 545.820862 Iteration 81Q: 3 clusters Score -88753.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -88763.125000 Penalty: 545.820862 Iteration 82Q: 3 clusters Score -88763.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -88770.304688 Penalty: 545.820862 Iteration 83Q: 3 clusters Score -88770.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -88778.031250 Penalty: 545.820862 Iteration 84Q: 3 clusters Score -88778.03 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -88788.093750 Penalty: 545.820862 Iteration 85Q: 3 clusters Score -88788.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -88797.539062 Penalty: 545.820862 Iteration 86Q: 3 clusters Score -88797.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -88803.570312 Penalty: 545.820862 Iteration 87Q: 3 clusters Score -88803.57 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -88814.828125 Penalty: 545.820862 Iteration 88Q: 3 clusters Score -88814.83 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -88825.343750 Penalty: 545.820862 Iteration 89Q: 3 clusters Score -88825.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -88835.632812 Penalty: 545.820862 Iteration 90Q: 3 clusters Score -88835.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -88843.250000 Penalty: 545.820862 Iteration 91Q: 3 clusters Score -88843.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -88847.937500 Penalty: 545.820862 Iteration 92Q: 3 clusters Score -88847.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -88854.523438 Penalty: 545.820862 Iteration 93Q: 3 clusters Score -88854.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -88859.976562 Penalty: 545.820862 Iteration 94Q: 3 clusters Score -88859.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -88865.312500 Penalty: 545.820862 Iteration 95Q: 3 clusters Score -88865.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -88869.375000 Penalty: 545.820862 Iteration 96Q: 3 clusters Score -88869.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -88875.015625 Penalty: 545.820862 Iteration 97Q: 3 clusters Score -88875.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -88881.335938 Penalty: 545.820862 Iteration 98Q: 3 clusters Score -88881.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -88888.304688 Penalty: 545.820862 Iteration 99Q: 3 clusters Score -88888.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -88897.062500 Penalty: 545.820862 Iteration 100F: 3 clusters Score -88897.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -88906.375000 Penalty: 545.820862 Iteration 101Q: 3 clusters Score -88906.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -88912.851562 Penalty: 545.820862 Iteration 102Q: 3 clusters Score -88912.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -88921.789062 Penalty: 545.820862 Iteration 103Q: 3 clusters Score -88921.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -88930.828125 Penalty: 545.820862 Iteration 104Q: 3 clusters Score -88930.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -88938.445312 Penalty: 545.820862 Iteration 105Q: 3 clusters Score -88938.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -88945.937500 Penalty: 545.820862 Iteration 106Q: 3 clusters Score -88945.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -88952.632812 Penalty: 545.820862 Iteration 107Q: 3 clusters Score -88952.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -88958.226562 Penalty: 545.820862 Iteration 108Q: 3 clusters Score -88958.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -88959.906250 Penalty: 545.820862 Iteration 109Q: 3 clusters Score -88959.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -88961.320312 Penalty: 545.820862 Iteration 110Q: 3 clusters Score -88961.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -88962.437500 Penalty: 545.820862 Iteration 111Q: 3 clusters Score -88962.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -88966.914062 Penalty: 545.820862 Iteration 112Q: 3 clusters Score -88966.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -88970.093750 Penalty: 545.820862 Iteration 113Q: 3 clusters Score -88970.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -88970.414062 Penalty: 545.820862 Iteration 114Q: 3 clusters Score -88970.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -88971.492188 Penalty: 545.820862 Iteration 115Q: 3 clusters Score -88971.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -88972.414062 Penalty: 545.820862 Iteration 116Q: 3 clusters Score -88972.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -88972.445312 Penalty: 545.820862 Iteration 117Q: 3 clusters Score -88972.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -88972.398438 Penalty: 545.820862 Iteration 118Q: 3 clusters Score -88972.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -88972.398438 Penalty: 545.820862 Iteration 119F: 3 clusters Score -88972.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 204 members Mstep: Class 3 contains 1139 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 503 members Mstep: Class 8 contains 262 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 1063 members Mstep: Class 12 contains 545 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 522 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4392 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 2637 members Mstep: Class 25 contains 1217 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3423 members Mstep: Class 28 contains 1355 members Mstep: Class 29 contains 203 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7356 members Mstep: Class 33 contains 348 members Mstep: Class 34 contains 865 members Mstep: Class 35 contains 385 members Mstep: Class 36 contains 819 members Mstep: Class 37 contains 3905 members Entering Unmasked Estep ConsiderDeletion Score: -1240311.875000 Penalty: 14535.624023 Iteration 138F: 41 clusters Score -1240312 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 247 members Mstep: Class 3 contains 1140 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 505 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1444 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 544 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 703 members Mstep: Class 16 contains 517 members Mstep: Class 17 contains 3439 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 4347 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1833 members Mstep: Class 23 contains 2415 members Mstep: Class 24 contains 2632 members Mstep: Class 25 contains 1219 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3396 members Mstep: Class 28 contains 1351 members Mstep: Class 29 contains 195 members Mstep: Class 30 contains 2669 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 7359 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 867 members Mstep: Class 35 contains 388 members Mstep: Class 36 contains 822 members Mstep: Class 37 contains 3906 members Mstep: Class 38 contains 4747 members Mstep: Class 39 contains 163 members Mstep: Class 40 contains 605 members Entering Unmasked Estep ConsiderDeletion Score: -1240453.125000 Penalty: 14535.624023 Iteration 139Q: 41 clusters Score -1240453 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 260 members Mstep: Class 3 contains 1141 members Mstep: Class 4 contains 599 members Mstep: Class 5 contains 752 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 506 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1439 members Mstep: Class 11 contains 1054 members Mstep: Class 12 contains 541 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 513 members Mstep: Class 17 contains 3436 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4328 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1828 members Mstep: Class 23 contains 2414 members Mstep: Class 24 contains 2630 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3369 members Mstep: Class 28 contains 1356 members Mstep: Class 29 contains 196 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7360 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 870 members Mstep: Class 35 contains 397 members Mstep: Class 36 contains 827 members Mstep: Class 37 contains 3905 members Mstep: Class 38 contains 4746 members Mstep: Class 39 contains 160 members Mstep: Class 40 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -1240506.500000 Penalty: 14535.624023 Iteration 140F: 41 clusters Score -1240506 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 271 members Mstep: Class 3 contains 1143 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 753 members Mstep: Class 6 contains 2817 members Mstep: Class 7 contains 508 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 1048 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 513 members Mstep: Class 17 contains 3433 members Mstep: Class 18 contains 627 members Mstep: Class 19 contains 4320 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1824 members Mstep: Class 23 contains 2411 members Mstep: Class 24 contains 2629 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3353 members Mstep: Class 28 contains 1360 members Mstep: Class 29 contains 196 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7361 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 869 members Mstep: Class 35 contains 407 members Mstep: Class 36 contains 828 members Mstep: Class 37 contains 3903 members Mstep: Class 38 contains 4746 members Mstep: Class 39 contains 155 members Mstep: Class 40 contains 644 members Entering Unmasked Estep ConsiderDeletion Score: -1240534.000000 Penalty: 14535.624023 Iteration 141Q: 41 clusters Score -1240534 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 275 members Mstep: Class 3 contains 1145 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 2817 members Mstep: Class 7 contains 511 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 1054 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 514 members Mstep: Class 17 contains 3431 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 4313 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1817 members Mstep: Class 23 contains 2411 members Mstep: Class 24 contains 2627 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3347 members Mstep: Class 28 contains 1365 members Mstep: Class 29 contains 195 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 389 members Mstep: Class 32 contains 7362 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 410 members Mstep: Class 36 contains 828 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4747 members Mstep: Class 39 contains 151 members Mstep: Class 40 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -1240561.875000 Penalty: 14535.624023 Iteration 142Q: 41 clusters Score -1240562 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 279 members Mstep: Class 3 contains 1148 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 751 members Mstep: Class 6 contains 2816 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1432 members Mstep: Class 11 contains 1064 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 514 members Mstep: Class 17 contains 3431 members Mstep: Class 18 contains 624 members Mstep: Class 19 contains 4306 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1815 members Mstep: Class 23 contains 2410 members Mstep: Class 24 contains 2625 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2843 members Mstep: Class 27 contains 3339 members Mstep: Class 28 contains 1367 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7362 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 411 members Mstep: Class 36 contains 825 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4748 members Mstep: Class 39 contains 146 members Mstep: Class 40 contains 661 members Entering Unmasked Estep ConsiderDeletion Score: -1240575.625000 Penalty: 14535.624023 Iteration 143Q: 41 clusters Score -1240576 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 282 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 260 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 1074 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 624 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2409 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3334 members Mstep: Class 28 contains 1368 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 349 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 825 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4749 members Mstep: Class 39 contains 140 members Mstep: Class 40 contains 666 members Entering Unmasked Estep ConsiderDeletion Score: -1240595.250000 Penalty: 14535.624023 Iteration 144Q: 41 clusters Score -1240595 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 259 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 1091 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 506 members Mstep: Class 17 contains 3428 members Mstep: Class 18 contains 621 members Mstep: Class 19 contains 4296 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1803 members Mstep: Class 23 contains 2408 members Mstep: Class 24 contains 2625 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3327 members Mstep: Class 28 contains 1368 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 350 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 823 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4750 members Mstep: Class 39 contains 138 members Mstep: Class 40 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -1240608.125000 Penalty: 14535.624023 Iteration 145Q: 41 clusters Score -1240608 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 259 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1107 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 504 members Mstep: Class 17 contains 3429 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 4290 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3326 members Mstep: Class 28 contains 1366 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 352 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4752 members Mstep: Class 39 contains 135 members Mstep: Class 40 contains 675 members Entering Unmasked Estep ConsiderDeletion Score: -1240615.250000 Penalty: 14535.624023 Iteration 146Q: 41 clusters Score -1240615 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 747 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 259 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1113 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3429 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4287 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2406 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3323 members Mstep: Class 28 contains 1367 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 353 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 818 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4756 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 677 members Entering Unmasked Estep ConsiderDeletion Score: -1240621.125000 Penalty: 14535.624023 Iteration 147Q: 41 clusters Score -1240621 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 285 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1112 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3429 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4287 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1803 members Mstep: Class 23 contains 2406 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3323 members Mstep: Class 28 contains 1365 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4757 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240623.250000 Penalty: 14535.624023 Iteration 148Q: 41 clusters Score -1240623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3429 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4288 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3901 members Mstep: Class 38 contains 4758 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240622.250000 Penalty: 14535.624023 Iteration 149Q: 41 clusters Score -1240622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1116 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3429 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4288 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4760 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240622.000000 Penalty: 14535.624023 Iteration 150Q: 41 clusters Score -1240622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4288 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4762 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240622.875000 Penalty: 14535.624023 Iteration 151Q: 41 clusters Score -1240623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4287 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4764 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240623.750000 Penalty: 14535.624023 Iteration 152Q: 41 clusters Score -1240624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4286 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4765 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240625.000000 Penalty: 14535.624023 Iteration 153Q: 41 clusters Score -1240625 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4286 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2670 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4765 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -1240625.000000 Penalty: 14535.624023 Iteration 154F: 41 clusters Score -1240625 nChanged 0 Entering ConstructFrom: Score: -1240625.000000 Penalty: 14535.624023 Entering ConstructFrom: Trying to split cluster 1 (1168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Entering Unmasked Estep Score: -29368.923828 Penalty: 233.080597 Iteration 0F: 2 clusters Score -29368.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -28503.125000 Penalty: 466.161194 Iteration 0F: 3 clusters Score -28503.12 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -28789.578125 Penalty: 466.161194 Iteration 1F: 3 clusters Score -28789.58 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -28835.626953 Penalty: 466.161194 Iteration 2F: 3 clusters Score -28835.63 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -28869.605469 Penalty: 466.161194 Iteration 3F: 3 clusters Score -28869.61 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -28892.740234 Penalty: 466.161194 Iteration 4Q: 3 clusters Score -28892.74 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -28911.390625 Penalty: 466.161194 Iteration 5Q: 3 clusters Score -28911.39 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -28929.681641 Penalty: 466.161194 Iteration 6Q: 3 clusters Score -28929.68 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -28939.716797 Penalty: 466.161194 Iteration 7Q: 3 clusters Score -28939.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -28950.173828 Penalty: 466.161194 Iteration 8Q: 3 clusters Score -28950.17 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -28963.681641 Penalty: 466.161194 Iteration 9Q: 3 clusters Score -28963.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -28984.529297 Penalty: 466.161194 Iteration 10Q: 3 clusters Score -28984.53 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -29002.457031 Penalty: 466.161194 Iteration 11Q: 3 clusters Score -29002.46 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -29018.953125 Penalty: 466.161194 Iteration 12Q: 3 clusters Score -29018.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -29026.759766 Penalty: 466.161194 Iteration 13Q: 3 clusters Score -29026.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29037.035156 Penalty: 466.161194 Iteration 14Q: 3 clusters Score -29037.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29043.626953 Penalty: 466.161194 Iteration 15Q: 3 clusters Score -29043.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -29046.134766 Penalty: 466.161194 Iteration 16Q: 3 clusters Score -29046.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -29047.107422 Penalty: 466.161194 Iteration 17Q: 3 clusters Score -29047.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29048.371094 Penalty: 466.161194 Iteration 18Q: 3 clusters Score -29048.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -29050.384766 Penalty: 466.161194 Iteration 19Q: 3 clusters Score -29050.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29051.421875 Penalty: 466.161194 Iteration 20F: 3 clusters Score -29051.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29051.550781 Penalty: 466.161194 Iteration 21Q: 3 clusters Score -29051.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -29051.550781 Penalty: 466.161194 Iteration 22F: 3 clusters Score -29051.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Entering Unmasked Estep Score: -6615.073730 Penalty: 186.416153 Iteration 0F: 2 clusters Score -6615.074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6323.188965 Penalty: 372.832306 Iteration 0F: 3 clusters Score -6323.189 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6434.145508 Penalty: 372.832306 Iteration 1F: 3 clusters Score -6434.146 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6476.543945 Penalty: 372.832306 Iteration 2F: 3 clusters Score -6476.544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6486.447754 Penalty: 372.832306 Iteration 3Q: 3 clusters Score -6486.448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6490.978516 Penalty: 372.832306 Iteration 4Q: 3 clusters Score -6490.979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -6494.814941 Penalty: 372.832306 Iteration 5Q: 3 clusters Score -6494.815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6497.421875 Penalty: 372.832306 Iteration 6Q: 3 clusters Score -6497.422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6497.421875 Penalty: 372.832306 Iteration 7F: 3 clusters Score -6497.422 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Entering Unmasked Estep Score: -24069.781250 Penalty: 232.654053 Iteration 0F: 2 clusters Score -24069.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -23244.677734 Penalty: 465.308105 Iteration 0F: 3 clusters Score -23244.68 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -23506.320312 Penalty: 465.308105 Iteration 1F: 3 clusters Score -23506.32 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -23573.136719 Penalty: 465.308105 Iteration 2F: 3 clusters Score -23573.14 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -23633.427734 Penalty: 465.308105 Iteration 3F: 3 clusters Score -23633.43 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -23677.408203 Penalty: 465.308105 Iteration 4Q: 3 clusters Score -23677.41 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -23728.484375 Penalty: 465.308105 Iteration 5Q: 3 clusters Score -23728.48 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -23759.599609 Penalty: 465.308105 Iteration 6Q: 3 clusters Score -23759.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -23773.179688 Penalty: 465.308105 Iteration 7Q: 3 clusters Score -23773.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -23782.064453 Penalty: 465.308105 Iteration 8Q: 3 clusters Score -23782.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -23788.138672 Penalty: 465.308105 Iteration 9Q: 3 clusters Score -23788.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -23793.144531 Penalty: 465.308105 Iteration 10Q: 3 clusters Score -23793.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -23798.236328 Penalty: 465.308105 Iteration 11Q: 3 clusters Score -23798.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -23801.720703 Penalty: 465.308105 Iteration 12Q: 3 clusters Score -23801.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -23805.175781 Penalty: 465.308105 Iteration 13Q: 3 clusters Score -23805.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -23807.296875 Penalty: 465.308105 Iteration 14Q: 3 clusters Score -23807.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -23811.546875 Penalty: 465.308105 Iteration 15Q: 3 clusters Score -23811.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -23813.710938 Penalty: 465.308105 Iteration 16Q: 3 clusters Score -23813.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -23818.263672 Penalty: 465.308105 Iteration 17Q: 3 clusters Score -23818.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -23822.718750 Penalty: 465.308105 Iteration 18Q: 3 clusters Score -23822.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -23826.468750 Penalty: 465.308105 Iteration 19Q: 3 clusters Score -23826.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -23830.289062 Penalty: 465.308105 Iteration 20F: 3 clusters Score -23830.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -23833.140625 Penalty: 465.308105 Iteration 21Q: 3 clusters Score -23833.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -23835.873047 Penalty: 465.308105 Iteration 22Q: 3 clusters Score -23835.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -23837.384766 Penalty: 465.308105 Iteration 23Q: 3 clusters Score -23837.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -23838.339844 Penalty: 465.308105 Iteration 24Q: 3 clusters Score -23838.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -23839.443359 Penalty: 465.308105 Iteration 25Q: 3 clusters Score -23839.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -23840.353516 Penalty: 465.308105 Iteration 26Q: 3 clusters Score -23840.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -23840.996094 Penalty: 465.308105 Iteration 27Q: 3 clusters Score -23841 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -23840.996094 Penalty: 465.308105 Iteration 28F: 3 clusters Score -23841 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Entering Unmasked Estep Score: -14270.313477 Penalty: 211.153625 Iteration 0F: 2 clusters Score -14270.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -13778.562500 Penalty: 422.307251 Iteration 0F: 3 clusters Score -13778.56 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -13902.574219 Penalty: 422.307251 Iteration 1F: 3 clusters Score -13902.57 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -13925.973633 Penalty: 422.307251 Iteration 2F: 3 clusters Score -13925.97 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -13945.842773 Penalty: 422.307251 Iteration 3F: 3 clusters Score -13945.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -13964.304688 Penalty: 422.307251 Iteration 4Q: 3 clusters Score -13964.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -13980.742188 Penalty: 422.307251 Iteration 5Q: 3 clusters Score -13980.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -13989.846680 Penalty: 422.307251 Iteration 6Q: 3 clusters Score -13989.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -14007.628906 Penalty: 422.307251 Iteration 7Q: 3 clusters Score -14007.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -14017.707031 Penalty: 422.307251 Iteration 8Q: 3 clusters Score -14017.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -14026.133789 Penalty: 422.307251 Iteration 9Q: 3 clusters Score -14026.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -14030.287109 Penalty: 422.307251 Iteration 10Q: 3 clusters Score -14030.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -14033.282227 Penalty: 422.307251 Iteration 11Q: 3 clusters Score -14033.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -14034.032227 Penalty: 422.307251 Iteration 12Q: 3 clusters Score -14034.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -14034.032227 Penalty: 422.307251 Iteration 13F: 3 clusters Score -14034.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Entering Unmasked Estep Score: -16539.970703 Penalty: 218.374298 Iteration 0F: 2 clusters Score -16539.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -15942.467773 Penalty: 436.748596 Iteration 0F: 3 clusters Score -15942.47 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -16181.351562 Penalty: 436.748596 Iteration 1F: 3 clusters Score -16181.35 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -16251.390625 Penalty: 436.748596 Iteration 2F: 3 clusters Score -16251.39 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -16330.109375 Penalty: 436.748596 Iteration 3F: 3 clusters Score -16330.11 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -16397.386719 Penalty: 436.748596 Iteration 4F: 3 clusters Score -16397.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -16433.021484 Penalty: 436.748596 Iteration 5F: 3 clusters Score -16433.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16454.291016 Penalty: 436.748596 Iteration 6Q: 3 clusters Score -16454.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16466.287109 Penalty: 436.748596 Iteration 7Q: 3 clusters Score -16466.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -16473.931641 Penalty: 436.748596 Iteration 8Q: 3 clusters Score -16473.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16475.216797 Penalty: 436.748596 Iteration 9Q: 3 clusters Score -16475.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -16475.949219 Penalty: 436.748596 Iteration 10Q: 3 clusters Score -16475.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -16476.414062 Penalty: 436.748596 Iteration 11Q: 3 clusters Score -16476.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16476.621094 Penalty: 436.748596 Iteration 12Q: 3 clusters Score -16476.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -16476.949219 Penalty: 436.748596 Iteration 13Q: 3 clusters Score -16476.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -16477.123047 Penalty: 436.748596 Iteration 14Q: 3 clusters Score -16477.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16477.683594 Penalty: 436.748596 Iteration 15Q: 3 clusters Score -16477.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16478.392578 Penalty: 436.748596 Iteration 16Q: 3 clusters Score -16478.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16478.392578 Penalty: 436.748596 Iteration 17F: 3 clusters Score -16478.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Entering Unmasked Estep Score: -67968.968750 Penalty: 262.109680 Iteration 0F: 2 clusters Score -67968.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -66082.875000 Penalty: 524.219360 Iteration 0F: 3 clusters Score -66082.88 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -66862.171875 Penalty: 524.219360 Iteration 1F: 3 clusters Score -66862.17 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -67006.281250 Penalty: 524.219360 Iteration 2F: 3 clusters Score -67006.28 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -67130.804688 Penalty: 524.219360 Iteration 3F: 3 clusters Score -67130.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -67234.625000 Penalty: 524.219360 Iteration 4F: 3 clusters Score -67234.62 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -67332.500000 Penalty: 524.219360 Iteration 5Q: 3 clusters Score -67332.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -67420.515625 Penalty: 524.219360 Iteration 6Q: 3 clusters Score -67420.52 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -67488.710938 Penalty: 524.219360 Iteration 7Q: 3 clusters Score -67488.71 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -67532.945312 Penalty: 524.219360 Iteration 8Q: 3 clusters Score -67532.95 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -67553.179688 Penalty: 524.219360 Iteration 9Q: 3 clusters Score -67553.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -67568.906250 Penalty: 524.219360 Iteration 10Q: 3 clusters Score -67568.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -67585.304688 Penalty: 524.219360 Iteration 11Q: 3 clusters Score -67585.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -67595.953125 Penalty: 524.219360 Iteration 12Q: 3 clusters Score -67595.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -67602.671875 Penalty: 524.219360 Iteration 13Q: 3 clusters Score -67602.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -67608.781250 Penalty: 524.219360 Iteration 14Q: 3 clusters Score -67608.78 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -67616.781250 Penalty: 524.219360 Iteration 15Q: 3 clusters Score -67616.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -67625.250000 Penalty: 524.219360 Iteration 16Q: 3 clusters Score -67625.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -67637.843750 Penalty: 524.219360 Iteration 17Q: 3 clusters Score -67637.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -67651.101562 Penalty: 524.219360 Iteration 18Q: 3 clusters Score -67651.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -67663.570312 Penalty: 524.219360 Iteration 19Q: 3 clusters Score -67663.57 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -67682.335938 Penalty: 524.219360 Iteration 20F: 3 clusters Score -67682.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -67693.382812 Penalty: 524.219360 Iteration 21Q: 3 clusters Score -67693.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -67699.765625 Penalty: 524.219360 Iteration 22Q: 3 clusters Score -67699.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -67706.531250 Penalty: 524.219360 Iteration 23Q: 3 clusters Score -67706.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -67709.617188 Penalty: 524.219360 Iteration 24Q: 3 clusters Score -67709.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -67713.617188 Penalty: 524.219360 Iteration 25Q: 3 clusters Score -67713.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -67717.437500 Penalty: 524.219360 Iteration 26Q: 3 clusters Score -67717.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -67719.984375 Penalty: 524.219360 Iteration 27Q: 3 clusters Score -67719.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -67724.445312 Penalty: 524.219360 Iteration 28Q: 3 clusters Score -67724.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -67730.187500 Penalty: 524.219360 Iteration 29Q: 3 clusters Score -67730.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -67733.968750 Penalty: 524.219360 Iteration 30Q: 3 clusters Score -67733.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -67738.648438 Penalty: 524.219360 Iteration 31Q: 3 clusters Score -67738.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -67742.015625 Penalty: 524.219360 Iteration 32Q: 3 clusters Score -67742.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -67743.789062 Penalty: 524.219360 Iteration 33Q: 3 clusters Score -67743.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -67746.882812 Penalty: 524.219360 Iteration 34Q: 3 clusters Score -67746.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -67749.132812 Penalty: 524.219360 Iteration 35Q: 3 clusters Score -67749.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -67750.359375 Penalty: 524.219360 Iteration 36Q: 3 clusters Score -67750.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -67750.984375 Penalty: 524.219360 Iteration 37Q: 3 clusters Score -67750.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -67751.851562 Penalty: 524.219360 Iteration 38Q: 3 clusters Score -67751.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -67756.921875 Penalty: 524.219360 Iteration 39Q: 3 clusters Score -67756.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -67764.578125 Penalty: 524.219360 Iteration 40F: 3 clusters Score -67764.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -67772.312500 Penalty: 524.219360 Iteration 41Q: 3 clusters Score -67772.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -67777.101562 Penalty: 524.219360 Iteration 42Q: 3 clusters Score -67777.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -67778.648438 Penalty: 524.219360 Iteration 43Q: 3 clusters Score -67778.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -67779.687500 Penalty: 524.219360 Iteration 44Q: 3 clusters Score -67779.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -67780.601562 Penalty: 524.219360 Iteration 45Q: 3 clusters Score -67780.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67782.148438 Penalty: 524.219360 Iteration 46Q: 3 clusters Score -67782.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -67782.976562 Penalty: 524.219360 Iteration 47Q: 3 clusters Score -67782.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -67784.531250 Penalty: 524.219360 Iteration 48Q: 3 clusters Score -67784.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -67784.976562 Penalty: 524.219360 Iteration 49Q: 3 clusters Score -67784.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -67785.867188 Penalty: 524.219360 Iteration 50Q: 3 clusters Score -67785.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -67786.164062 Penalty: 524.219360 Iteration 51Q: 3 clusters Score -67786.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -67786.937500 Penalty: 524.219360 Iteration 52Q: 3 clusters Score -67786.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -67787.906250 Penalty: 524.219360 Iteration 53Q: 3 clusters Score -67787.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -67789.367188 Penalty: 524.219360 Iteration 54Q: 3 clusters Score -67789.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -67792.453125 Penalty: 524.219360 Iteration 55Q: 3 clusters Score -67792.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -67794.640625 Penalty: 524.219360 Iteration 56Q: 3 clusters Score -67794.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -67795.187500 Penalty: 524.219360 Iteration 57Q: 3 clusters Score -67795.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -67795.632812 Penalty: 524.219360 Iteration 58Q: 3 clusters Score -67795.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -67795.632812 Penalty: 524.219360 Iteration 59F: 3 clusters Score -67795.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -12446.231445 Penalty: 206.057510 Iteration 0F: 2 clusters Score -12446.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12019.921875 Penalty: 412.115021 Iteration 0F: 3 clusters Score -12019.92 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -12145.285156 Penalty: 412.115021 Iteration 1F: 3 clusters Score -12145.29 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -12183.578125 Penalty: 412.115021 Iteration 2F: 3 clusters Score -12183.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -12214.633789 Penalty: 412.115021 Iteration 3F: 3 clusters Score -12214.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -12236.813477 Penalty: 412.115021 Iteration 4Q: 3 clusters Score -12236.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -12247.705078 Penalty: 412.115021 Iteration 5Q: 3 clusters Score -12247.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -12255.369141 Penalty: 412.115021 Iteration 6Q: 3 clusters Score -12255.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -12257.973633 Penalty: 412.115021 Iteration 7Q: 3 clusters Score -12257.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -12263.047852 Penalty: 412.115021 Iteration 8Q: 3 clusters Score -12263.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -12265.828125 Penalty: 412.115021 Iteration 9Q: 3 clusters Score -12265.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -12269.249023 Penalty: 412.115021 Iteration 10Q: 3 clusters Score -12269.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -12270.915039 Penalty: 412.115021 Iteration 11Q: 3 clusters Score -12270.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -12272.087891 Penalty: 412.115021 Iteration 12Q: 3 clusters Score -12272.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -12272.395508 Penalty: 412.115021 Iteration 13Q: 3 clusters Score -12272.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -12272.395508 Penalty: 412.115021 Iteration 14F: 3 clusters Score -12272.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Entering Unmasked Estep Score: -4412.162109 Penalty: 183.247665 Iteration 0F: 2 clusters Score -4412.162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -4142.869629 Penalty: 366.495331 Iteration 0F: 3 clusters Score -4142.87 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -4213.095703 Penalty: 366.495331 Iteration 1F: 3 clusters Score -4213.096 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -4228.502441 Penalty: 366.495331 Iteration 2F: 3 clusters Score -4228.502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -4232.929199 Penalty: 366.495331 Iteration 3Q: 3 clusters Score -4232.929 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -4237.268066 Penalty: 366.495331 Iteration 4Q: 3 clusters Score -4237.268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -4242.343262 Penalty: 366.495331 Iteration 5Q: 3 clusters Score -4242.343 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -4245.488281 Penalty: 366.495331 Iteration 6Q: 3 clusters Score -4245.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -4246.444824 Penalty: 366.495331 Iteration 7Q: 3 clusters Score -4246.445 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -4246.444824 Penalty: 366.495331 Iteration 8F: 3 clusters Score -4246.445 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (80 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Entering Unmasked Estep Score: -1600.299683 Penalty: 144.606873 Iteration 0F: 2 clusters Score -1600.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1453.485840 Penalty: 289.213745 Iteration 0F: 3 clusters Score -1453.486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -1476.692261 Penalty: 289.213745 Iteration 1F: 3 clusters Score -1476.692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -1490.155640 Penalty: 289.213745 Iteration 2F: 3 clusters Score -1490.156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1495.387695 Penalty: 289.213745 Iteration 3Q: 3 clusters Score -1495.388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1495.387695 Penalty: 289.213745 Iteration 4F: 3 clusters Score -1495.388 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Entering Unmasked Estep Score: -24329.775391 Penalty: 239.897354 Iteration 0F: 2 clusters Score -24329.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -23275.287109 Penalty: 479.794708 Iteration 0F: 3 clusters Score -23275.29 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -23734.511719 Penalty: 479.794708 Iteration 1F: 3 clusters Score -23734.51 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -23833.886719 Penalty: 479.794708 Iteration 2F: 3 clusters Score -23833.89 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -23907.558594 Penalty: 479.794708 Iteration 3F: 3 clusters Score -23907.56 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -23966.896484 Penalty: 479.794708 Iteration 4F: 3 clusters Score -23966.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -24016.326172 Penalty: 479.794708 Iteration 5Q: 3 clusters Score -24016.33 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -24076.660156 Penalty: 479.794708 Iteration 6Q: 3 clusters Score -24076.66 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -24128.695312 Penalty: 479.794708 Iteration 7Q: 3 clusters Score -24128.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -24162.437500 Penalty: 479.794708 Iteration 8Q: 3 clusters Score -24162.44 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -24186.859375 Penalty: 479.794708 Iteration 9Q: 3 clusters Score -24186.86 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -24206.908203 Penalty: 479.794708 Iteration 10Q: 3 clusters Score -24206.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -24220.982422 Penalty: 479.794708 Iteration 11Q: 3 clusters Score -24220.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24227.208984 Penalty: 479.794708 Iteration 12Q: 3 clusters Score -24227.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -24234.056641 Penalty: 479.794708 Iteration 13Q: 3 clusters Score -24234.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -24238.865234 Penalty: 479.794708 Iteration 14Q: 3 clusters Score -24238.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -24243.199219 Penalty: 479.794708 Iteration 15Q: 3 clusters Score -24243.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -24246.341797 Penalty: 479.794708 Iteration 16Q: 3 clusters Score -24246.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -24249.597656 Penalty: 479.794708 Iteration 17Q: 3 clusters Score -24249.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24251.400391 Penalty: 479.794708 Iteration 18Q: 3 clusters Score -24251.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24251.443359 Penalty: 479.794708 Iteration 19Q: 3 clusters Score -24251.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24253.921875 Penalty: 479.794708 Iteration 20F: 3 clusters Score -24253.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -24255.472656 Penalty: 479.794708 Iteration 21Q: 3 clusters Score -24255.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -24255.615234 Penalty: 479.794708 Iteration 22Q: 3 clusters Score -24255.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24255.830078 Penalty: 479.794708 Iteration 23Q: 3 clusters Score -24255.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24255.830078 Penalty: 479.794708 Iteration 24F: 3 clusters Score -24255.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Entering Unmasked Estep Score: -25306.015625 Penalty: 231.548126 Iteration 0F: 2 clusters Score -25306.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -24484.837891 Penalty: 463.096252 Iteration 0F: 3 clusters Score -24484.84 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -24769.546875 Penalty: 463.096252 Iteration 1F: 3 clusters Score -24769.55 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -24834.218750 Penalty: 463.096252 Iteration 2F: 3 clusters Score -24834.22 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -24877.009766 Penalty: 463.096252 Iteration 3F: 3 clusters Score -24877.01 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -24915.806641 Penalty: 463.096252 Iteration 4Q: 3 clusters Score -24915.81 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -24971.416016 Penalty: 463.096252 Iteration 5F: 3 clusters Score -24971.42 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -25019.142578 Penalty: 463.096252 Iteration 6Q: 3 clusters Score -25019.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -25043.169922 Penalty: 463.096252 Iteration 7Q: 3 clusters Score -25043.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -25056.966797 Penalty: 463.096252 Iteration 8Q: 3 clusters Score -25056.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -25069.914062 Penalty: 463.096252 Iteration 9Q: 3 clusters Score -25069.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -25081.755859 Penalty: 463.096252 Iteration 10Q: 3 clusters Score -25081.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -25091.408203 Penalty: 463.096252 Iteration 11Q: 3 clusters Score -25091.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -25098.591797 Penalty: 463.096252 Iteration 12Q: 3 clusters Score -25098.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -25103.478516 Penalty: 463.096252 Iteration 13Q: 3 clusters Score -25103.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25107.708984 Penalty: 463.096252 Iteration 14Q: 3 clusters Score -25107.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -25111.230469 Penalty: 463.096252 Iteration 15Q: 3 clusters Score -25111.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -25112.730469 Penalty: 463.096252 Iteration 16Q: 3 clusters Score -25112.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -25113.906250 Penalty: 463.096252 Iteration 17Q: 3 clusters Score -25113.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -25114.839844 Penalty: 463.096252 Iteration 18Q: 3 clusters Score -25114.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -25118.109375 Penalty: 463.096252 Iteration 19Q: 3 clusters Score -25118.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25118.439453 Penalty: 463.096252 Iteration 20F: 3 clusters Score -25118.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Entering Unmasked Estep Score: -13355.609375 Penalty: 207.621780 Iteration 0F: 2 clusters Score -13355.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -12910.084961 Penalty: 415.243561 Iteration 0F: 3 clusters Score -12910.08 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -13051.749023 Penalty: 415.243561 Iteration 1F: 3 clusters Score -13051.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -13078.223633 Penalty: 415.243561 Iteration 2F: 3 clusters Score -13078.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -13095.535156 Penalty: 415.243561 Iteration 3Q: 3 clusters Score -13095.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -13118.977539 Penalty: 415.243561 Iteration 4Q: 3 clusters Score -13118.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -13152.283203 Penalty: 415.243561 Iteration 5F: 3 clusters Score -13152.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -13178.923828 Penalty: 415.243561 Iteration 6Q: 3 clusters Score -13178.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -13213.225586 Penalty: 415.243561 Iteration 7Q: 3 clusters Score -13213.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -13244.337891 Penalty: 415.243561 Iteration 8Q: 3 clusters Score -13244.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -13272.533203 Penalty: 415.243561 Iteration 9Q: 3 clusters Score -13272.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -13291.086914 Penalty: 415.243561 Iteration 10Q: 3 clusters Score -13291.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -13300.414062 Penalty: 415.243561 Iteration 11Q: 3 clusters Score -13300.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -13307.829102 Penalty: 415.243561 Iteration 12Q: 3 clusters Score -13307.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -13312.179688 Penalty: 415.243561 Iteration 13Q: 3 clusters Score -13312.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -13313.458008 Penalty: 415.243561 Iteration 14Q: 3 clusters Score -13313.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -13314.451172 Penalty: 415.243561 Iteration 15Q: 3 clusters Score -13314.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -13315.719727 Penalty: 415.243561 Iteration 16Q: 3 clusters Score -13315.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -13315.719727 Penalty: 415.243561 Iteration 17F: 3 clusters Score -13315.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Entering Unmasked Estep Score: -17848.201172 Penalty: 218.637955 Iteration 0F: 2 clusters Score -17848.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -17250.578125 Penalty: 437.275909 Iteration 0F: 3 clusters Score -17250.58 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -17435.794922 Penalty: 437.275909 Iteration 1F: 3 clusters Score -17435.79 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -17463.371094 Penalty: 437.275909 Iteration 2F: 3 clusters Score -17463.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -17480.458984 Penalty: 437.275909 Iteration 3Q: 3 clusters Score -17480.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -17493.927734 Penalty: 437.275909 Iteration 4Q: 3 clusters Score -17493.93 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -17504.677734 Penalty: 437.275909 Iteration 5Q: 3 clusters Score -17504.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -17509.431641 Penalty: 437.275909 Iteration 6Q: 3 clusters Score -17509.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -17513.464844 Penalty: 437.275909 Iteration 7Q: 3 clusters Score -17513.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -17514.546875 Penalty: 437.275909 Iteration 8Q: 3 clusters Score -17514.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -17515.980469 Penalty: 437.275909 Iteration 9Q: 3 clusters Score -17515.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -17518.613281 Penalty: 437.275909 Iteration 10Q: 3 clusters Score -17518.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -17519.470703 Penalty: 437.275909 Iteration 11Q: 3 clusters Score -17519.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -17519.935547 Penalty: 437.275909 Iteration 12Q: 3 clusters Score -17519.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -17522.966797 Penalty: 437.275909 Iteration 13Q: 3 clusters Score -17522.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -17528.744141 Penalty: 437.275909 Iteration 14Q: 3 clusters Score -17528.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -17539.328125 Penalty: 437.275909 Iteration 15Q: 3 clusters Score -17539.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -17549.134766 Penalty: 437.275909 Iteration 16Q: 3 clusters Score -17549.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -17555.429688 Penalty: 437.275909 Iteration 17Q: 3 clusters Score -17555.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -17559.630859 Penalty: 437.275909 Iteration 18Q: 3 clusters Score -17559.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -17562.007812 Penalty: 437.275909 Iteration 19Q: 3 clusters Score -17562.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -17564.152344 Penalty: 437.275909 Iteration 20F: 3 clusters Score -17564.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -17565.570312 Penalty: 437.275909 Iteration 21Q: 3 clusters Score -17565.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -17566.408203 Penalty: 437.275909 Iteration 22Q: 3 clusters Score -17566.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -17567.902344 Penalty: 437.275909 Iteration 23Q: 3 clusters Score -17567.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -17570.345703 Penalty: 437.275909 Iteration 24Q: 3 clusters Score -17570.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -17573.150391 Penalty: 437.275909 Iteration 25Q: 3 clusters Score -17573.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -17577.605469 Penalty: 437.275909 Iteration 26Q: 3 clusters Score -17577.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -17585.980469 Penalty: 437.275909 Iteration 27Q: 3 clusters Score -17585.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -17606.484375 Penalty: 437.275909 Iteration 28Q: 3 clusters Score -17606.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -17623.310547 Penalty: 437.275909 Iteration 29Q: 3 clusters Score -17623.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -17639.525391 Penalty: 437.275909 Iteration 30Q: 3 clusters Score -17639.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -17651.542969 Penalty: 437.275909 Iteration 31Q: 3 clusters Score -17651.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -17661.238281 Penalty: 437.275909 Iteration 32Q: 3 clusters Score -17661.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -17664.941406 Penalty: 437.275909 Iteration 33Q: 3 clusters Score -17664.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -17667.871094 Penalty: 437.275909 Iteration 34Q: 3 clusters Score -17667.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -17670.724609 Penalty: 437.275909 Iteration 35Q: 3 clusters Score -17670.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -17672.220703 Penalty: 437.275909 Iteration 36Q: 3 clusters Score -17672.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -17672.220703 Penalty: 437.275909 Iteration 37F: 3 clusters Score -17672.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Entering Unmasked Estep Score: -16974.054688 Penalty: 217.615631 Iteration 0F: 2 clusters Score -16974.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -16386.269531 Penalty: 435.231262 Iteration 0F: 3 clusters Score -16386.27 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -16556.673828 Penalty: 435.231262 Iteration 1F: 3 clusters Score -16556.67 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -16580.421875 Penalty: 435.231262 Iteration 2F: 3 clusters Score -16580.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -16598.748047 Penalty: 435.231262 Iteration 3Q: 3 clusters Score -16598.75 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -16611.656250 Penalty: 435.231262 Iteration 4Q: 3 clusters Score -16611.66 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -16624.888672 Penalty: 435.231262 Iteration 5Q: 3 clusters Score -16624.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -16632.435547 Penalty: 435.231262 Iteration 6Q: 3 clusters Score -16632.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -16639.042969 Penalty: 435.231262 Iteration 7Q: 3 clusters Score -16639.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -16645.521484 Penalty: 435.231262 Iteration 8Q: 3 clusters Score -16645.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -16649.279297 Penalty: 435.231262 Iteration 9Q: 3 clusters Score -16649.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -16652.628906 Penalty: 435.231262 Iteration 10Q: 3 clusters Score -16652.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -16659.531250 Penalty: 435.231262 Iteration 11Q: 3 clusters Score -16659.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -16667.609375 Penalty: 435.231262 Iteration 12Q: 3 clusters Score -16667.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -16678.119141 Penalty: 435.231262 Iteration 13Q: 3 clusters Score -16678.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -16685.722656 Penalty: 435.231262 Iteration 14Q: 3 clusters Score -16685.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -16696.712891 Penalty: 435.231262 Iteration 15Q: 3 clusters Score -16696.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16700.103516 Penalty: 435.231262 Iteration 16Q: 3 clusters Score -16700.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -16703.941406 Penalty: 435.231262 Iteration 17Q: 3 clusters Score -16703.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16708.099609 Penalty: 435.231262 Iteration 18Q: 3 clusters Score -16708.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16709.302734 Penalty: 435.231262 Iteration 19Q: 3 clusters Score -16709.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -16710.603516 Penalty: 435.231262 Iteration 20F: 3 clusters Score -16710.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16711.712891 Penalty: 435.231262 Iteration 21Q: 3 clusters Score -16711.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16711.892578 Penalty: 435.231262 Iteration 22Q: 3 clusters Score -16711.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16711.892578 Penalty: 435.231262 Iteration 23F: 3 clusters Score -16711.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Entering Unmasked Estep Score: -18935.976562 Penalty: 216.373688 Iteration 0F: 2 clusters Score -18935.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -18396.238281 Penalty: 432.747375 Iteration 0F: 3 clusters Score -18396.24 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -18572.212891 Penalty: 432.747375 Iteration 1F: 3 clusters Score -18572.21 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -18598.984375 Penalty: 432.747375 Iteration 2F: 3 clusters Score -18598.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -18617.023438 Penalty: 432.747375 Iteration 3Q: 3 clusters Score -18617.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -18630.599609 Penalty: 432.747375 Iteration 4Q: 3 clusters Score -18630.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -18638.726562 Penalty: 432.747375 Iteration 5Q: 3 clusters Score -18638.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18647.001953 Penalty: 432.747375 Iteration 6Q: 3 clusters Score -18647 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18654.869141 Penalty: 432.747375 Iteration 7Q: 3 clusters Score -18654.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18664.697266 Penalty: 432.747375 Iteration 8Q: 3 clusters Score -18664.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -18674.847656 Penalty: 432.747375 Iteration 9Q: 3 clusters Score -18674.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18687.703125 Penalty: 432.747375 Iteration 10Q: 3 clusters Score -18687.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -18696.541016 Penalty: 432.747375 Iteration 11Q: 3 clusters Score -18696.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -18703.000000 Penalty: 432.747375 Iteration 12Q: 3 clusters Score -18703 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -18712.271484 Penalty: 432.747375 Iteration 13Q: 3 clusters Score -18712.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -18717.230469 Penalty: 432.747375 Iteration 14Q: 3 clusters Score -18717.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18725.173828 Penalty: 432.747375 Iteration 15Q: 3 clusters Score -18725.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -18733.503906 Penalty: 432.747375 Iteration 16Q: 3 clusters Score -18733.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18739.097656 Penalty: 432.747375 Iteration 17Q: 3 clusters Score -18739.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -18740.988281 Penalty: 432.747375 Iteration 18Q: 3 clusters Score -18740.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -18742.523438 Penalty: 432.747375 Iteration 19Q: 3 clusters Score -18742.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18744.089844 Penalty: 432.747375 Iteration 20F: 3 clusters Score -18744.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -18746.851562 Penalty: 432.747375 Iteration 21Q: 3 clusters Score -18746.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -18749.966797 Penalty: 432.747375 Iteration 22Q: 3 clusters Score -18749.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -18750.259766 Penalty: 432.747375 Iteration 23Q: 3 clusters Score -18750.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -18750.851562 Penalty: 432.747375 Iteration 24Q: 3 clusters Score -18750.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -18753.613281 Penalty: 432.747375 Iteration 25Q: 3 clusters Score -18753.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -18758.833984 Penalty: 432.747375 Iteration 26Q: 3 clusters Score -18758.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -18761.009766 Penalty: 432.747375 Iteration 27Q: 3 clusters Score -18761.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -18763.048828 Penalty: 432.747375 Iteration 28Q: 3 clusters Score -18763.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -18763.886719 Penalty: 432.747375 Iteration 29Q: 3 clusters Score -18763.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -18763.886719 Penalty: 432.747375 Iteration 30F: 3 clusters Score -18763.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Entering Unmasked Estep Score: -7397.928711 Penalty: 205.213806 Iteration 0F: 2 clusters Score -7397.929 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -6970.387207 Penalty: 410.427612 Iteration 0F: 3 clusters Score -6970.387 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -7134.739746 Penalty: 410.427612 Iteration 1F: 3 clusters Score -7134.74 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -7161.883789 Penalty: 410.427612 Iteration 2F: 3 clusters Score -7161.884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -7183.872070 Penalty: 410.427612 Iteration 3Q: 3 clusters Score -7183.872 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -7192.215820 Penalty: 410.427612 Iteration 4Q: 3 clusters Score -7192.216 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -7197.933105 Penalty: 410.427612 Iteration 5Q: 3 clusters Score -7197.933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -7199.684570 Penalty: 410.427612 Iteration 6Q: 3 clusters Score -7199.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -7199.684570 Penalty: 410.427612 Iteration 7F: 3 clusters Score -7199.685 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Entering Unmasked Estep Score: -84654.250000 Penalty: 268.630432 Iteration 0F: 2 clusters Score -84654.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -82302.843750 Penalty: 537.260864 Iteration 0F: 3 clusters Score -82302.84 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -83207.789062 Penalty: 537.260864 Iteration 1F: 3 clusters Score -83207.79 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -83316.296875 Penalty: 537.260864 Iteration 2F: 3 clusters Score -83316.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -83439.773438 Penalty: 537.260864 Iteration 3F: 3 clusters Score -83439.77 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -83562.140625 Penalty: 537.260864 Iteration 4F: 3 clusters Score -83562.14 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -83649.171875 Penalty: 537.260864 Iteration 5F: 3 clusters Score -83649.17 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -83708.460938 Penalty: 537.260864 Iteration 6Q: 3 clusters Score -83708.46 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -83749.312500 Penalty: 537.260864 Iteration 7Q: 3 clusters Score -83749.31 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -83785.796875 Penalty: 537.260864 Iteration 8Q: 3 clusters Score -83785.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -83823.476562 Penalty: 537.260864 Iteration 9Q: 3 clusters Score -83823.48 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -83859.515625 Penalty: 537.260864 Iteration 10Q: 3 clusters Score -83859.52 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -83900.164062 Penalty: 537.260864 Iteration 11Q: 3 clusters Score -83900.16 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -83942.507812 Penalty: 537.260864 Iteration 12Q: 3 clusters Score -83942.51 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -83970.656250 Penalty: 537.260864 Iteration 13Q: 3 clusters Score -83970.66 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -84013.382812 Penalty: 537.260864 Iteration 14Q: 3 clusters Score -84013.38 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -84067.773438 Penalty: 537.260864 Iteration 15Q: 3 clusters Score -84067.77 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -84103.765625 Penalty: 537.260864 Iteration 16Q: 3 clusters Score -84103.77 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -84146.781250 Penalty: 537.260864 Iteration 17Q: 3 clusters Score -84146.78 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -84186.679688 Penalty: 537.260864 Iteration 18Q: 3 clusters Score -84186.68 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -84212.046875 Penalty: 537.260864 Iteration 19Q: 3 clusters Score -84212.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -84225.828125 Penalty: 537.260864 Iteration 20F: 3 clusters Score -84225.83 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -84235.070312 Penalty: 537.260864 Iteration 21Q: 3 clusters Score -84235.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -84240.015625 Penalty: 537.260864 Iteration 22Q: 3 clusters Score -84240.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -84245.437500 Penalty: 537.260864 Iteration 23Q: 3 clusters Score -84245.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -84249.031250 Penalty: 537.260864 Iteration 24Q: 3 clusters Score -84249.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -84251.921875 Penalty: 537.260864 Iteration 25Q: 3 clusters Score -84251.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -84254.867188 Penalty: 537.260864 Iteration 26Q: 3 clusters Score -84254.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -84257.687500 Penalty: 537.260864 Iteration 27Q: 3 clusters Score -84257.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -84263.445312 Penalty: 537.260864 Iteration 28Q: 3 clusters Score -84263.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -84266.562500 Penalty: 537.260864 Iteration 29Q: 3 clusters Score -84266.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -84269.312500 Penalty: 537.260864 Iteration 30Q: 3 clusters Score -84269.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -84271.265625 Penalty: 537.260864 Iteration 31Q: 3 clusters Score -84271.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -84273.406250 Penalty: 537.260864 Iteration 32Q: 3 clusters Score -84273.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -84275.070312 Penalty: 537.260864 Iteration 33Q: 3 clusters Score -84275.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -84277.695312 Penalty: 537.260864 Iteration 34Q: 3 clusters Score -84277.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -84279.484375 Penalty: 537.260864 Iteration 35Q: 3 clusters Score -84279.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -84282.179688 Penalty: 537.260864 Iteration 36Q: 3 clusters Score -84282.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -84285.414062 Penalty: 537.260864 Iteration 37Q: 3 clusters Score -84285.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -84290.226562 Penalty: 537.260864 Iteration 38Q: 3 clusters Score -84290.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -84294.781250 Penalty: 537.260864 Iteration 39Q: 3 clusters Score -84294.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -84304.656250 Penalty: 537.260864 Iteration 40F: 3 clusters Score -84304.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -84312.343750 Penalty: 537.260864 Iteration 41Q: 3 clusters Score -84312.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -84323.835938 Penalty: 537.260864 Iteration 42Q: 3 clusters Score -84323.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -84336.820312 Penalty: 537.260864 Iteration 43Q: 3 clusters Score -84336.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -84342.375000 Penalty: 537.260864 Iteration 44Q: 3 clusters Score -84342.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -84347.429688 Penalty: 537.260864 Iteration 45Q: 3 clusters Score -84347.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -84350.492188 Penalty: 537.260864 Iteration 46Q: 3 clusters Score -84350.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -84353.742188 Penalty: 537.260864 Iteration 47Q: 3 clusters Score -84353.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -84357.687500 Penalty: 537.260864 Iteration 48Q: 3 clusters Score -84357.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -84361.750000 Penalty: 537.260864 Iteration 49Q: 3 clusters Score -84361.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -84364.585938 Penalty: 537.260864 Iteration 50Q: 3 clusters Score -84364.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -84367.875000 Penalty: 537.260864 Iteration 51Q: 3 clusters Score -84367.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -84369.281250 Penalty: 537.260864 Iteration 52Q: 3 clusters Score -84369.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -84369.960938 Penalty: 537.260864 Iteration 53Q: 3 clusters Score -84369.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -84370.171875 Penalty: 537.260864 Iteration 54Q: 3 clusters Score -84370.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -84370.171875 Penalty: 537.260864 Iteration 55F: 3 clusters Score -84370.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -15042.026367 Penalty: 212.074112 Iteration 0F: 2 clusters Score -15042.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -14532.560547 Penalty: 424.148224 Iteration 0F: 3 clusters Score -14532.56 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -14664.291016 Penalty: 424.148224 Iteration 1F: 3 clusters Score -14664.29 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -14691.469727 Penalty: 424.148224 Iteration 2F: 3 clusters Score -14691.47 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -14708.375977 Penalty: 424.148224 Iteration 3Q: 3 clusters Score -14708.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14726.569336 Penalty: 424.148224 Iteration 4Q: 3 clusters Score -14726.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -14754.396484 Penalty: 424.148224 Iteration 5Q: 3 clusters Score -14754.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -14782.928711 Penalty: 424.148224 Iteration 6Q: 3 clusters Score -14782.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -14797.929688 Penalty: 424.148224 Iteration 7Q: 3 clusters Score -14797.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -14805.188477 Penalty: 424.148224 Iteration 8Q: 3 clusters Score -14805.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -14808.831055 Penalty: 424.148224 Iteration 9Q: 3 clusters Score -14808.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -14812.115234 Penalty: 424.148224 Iteration 10Q: 3 clusters Score -14812.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -14816.296875 Penalty: 424.148224 Iteration 11Q: 3 clusters Score -14816.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -14819.406250 Penalty: 424.148224 Iteration 12Q: 3 clusters Score -14819.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -14824.375977 Penalty: 424.148224 Iteration 13Q: 3 clusters Score -14824.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -14826.080078 Penalty: 424.148224 Iteration 14Q: 3 clusters Score -14826.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -14827.171875 Penalty: 424.148224 Iteration 15Q: 3 clusters Score -14827.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -14828.266602 Penalty: 424.148224 Iteration 16Q: 3 clusters Score -14828.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -14828.629883 Penalty: 424.148224 Iteration 17Q: 3 clusters Score -14828.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -14829.213867 Penalty: 424.148224 Iteration 18Q: 3 clusters Score -14829.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -14829.213867 Penalty: 424.148224 Iteration 19F: 3 clusters Score -14829.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Entering Unmasked Estep Score: -103586.593750 Penalty: 275.982605 Iteration 0F: 2 clusters Score -103586.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -100631.617188 Penalty: 551.965210 Iteration 0F: 3 clusters Score -100631.6 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -101770.273438 Penalty: 551.965210 Iteration 1F: 3 clusters Score -101770.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -101956.585938 Penalty: 551.965210 Iteration 2F: 3 clusters Score -101956.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -102188.492188 Penalty: 551.965210 Iteration 3F: 3 clusters Score -102188.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -102363.984375 Penalty: 551.965210 Iteration 4F: 3 clusters Score -102364 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -102504.179688 Penalty: 551.965210 Iteration 5F: 3 clusters Score -102504.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -102581.968750 Penalty: 551.965210 Iteration 6Q: 3 clusters Score -102582 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -102640.929688 Penalty: 551.965210 Iteration 7Q: 3 clusters Score -102640.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -102675.492188 Penalty: 551.965210 Iteration 8Q: 3 clusters Score -102675.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -102697.335938 Penalty: 551.965210 Iteration 9Q: 3 clusters Score -102697.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -102711.460938 Penalty: 551.965210 Iteration 10Q: 3 clusters Score -102711.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -102729.851562 Penalty: 551.965210 Iteration 11Q: 3 clusters Score -102729.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -102747.335938 Penalty: 551.965210 Iteration 12Q: 3 clusters Score -102747.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -102755.570312 Penalty: 551.965210 Iteration 13Q: 3 clusters Score -102755.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -102762.812500 Penalty: 551.965210 Iteration 14Q: 3 clusters Score -102762.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -102772.359375 Penalty: 551.965210 Iteration 15Q: 3 clusters Score -102772.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -102787.359375 Penalty: 551.965210 Iteration 16Q: 3 clusters Score -102787.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -102801.156250 Penalty: 551.965210 Iteration 17Q: 3 clusters Score -102801.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -102817.132812 Penalty: 551.965210 Iteration 18Q: 3 clusters Score -102817.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -102831.851562 Penalty: 551.965210 Iteration 19Q: 3 clusters Score -102831.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -102845.632812 Penalty: 551.965210 Iteration 20F: 3 clusters Score -102845.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -102858.296875 Penalty: 551.965210 Iteration 21Q: 3 clusters Score -102858.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -102870.835938 Penalty: 551.965210 Iteration 22Q: 3 clusters Score -102870.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -102881.929688 Penalty: 551.965210 Iteration 23Q: 3 clusters Score -102881.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -102888.500000 Penalty: 551.965210 Iteration 24Q: 3 clusters Score -102888.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -102894.875000 Penalty: 551.965210 Iteration 25Q: 3 clusters Score -102894.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -102900.656250 Penalty: 551.965210 Iteration 26Q: 3 clusters Score -102900.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -102905.859375 Penalty: 551.965210 Iteration 27Q: 3 clusters Score -102905.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -102910.406250 Penalty: 551.965210 Iteration 28Q: 3 clusters Score -102910.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -102913.515625 Penalty: 551.965210 Iteration 29Q: 3 clusters Score -102913.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -102916.070312 Penalty: 551.965210 Iteration 30Q: 3 clusters Score -102916.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -102917.843750 Penalty: 551.965210 Iteration 31Q: 3 clusters Score -102917.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -102919.500000 Penalty: 551.965210 Iteration 32Q: 3 clusters Score -102919.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -102920.757812 Penalty: 551.965210 Iteration 33Q: 3 clusters Score -102920.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -102921.507812 Penalty: 551.965210 Iteration 34Q: 3 clusters Score -102921.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -102922.257812 Penalty: 551.965210 Iteration 35Q: 3 clusters Score -102922.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -102923.046875 Penalty: 551.965210 Iteration 36Q: 3 clusters Score -102923 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -102924.101562 Penalty: 551.965210 Iteration 37Q: 3 clusters Score -102924.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -102925.234375 Penalty: 551.965210 Iteration 38Q: 3 clusters Score -102925.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -102925.851562 Penalty: 551.965210 Iteration 39Q: 3 clusters Score -102925.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -102926.390625 Penalty: 551.965210 Iteration 40F: 3 clusters Score -102926.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -102926.406250 Penalty: 551.965210 Iteration 41Q: 3 clusters Score -102926.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -102926.820312 Penalty: 551.965210 Iteration 42Q: 3 clusters Score -102926.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -102926.687500 Penalty: 551.965210 Iteration 43Q: 3 clusters Score -102926.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -102927.000000 Penalty: 551.965210 Iteration 44Q: 3 clusters Score -102927 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -102926.890625 Penalty: 551.965210 Iteration 45Q: 3 clusters Score -102926.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -102927.117188 Penalty: 551.965210 Iteration 46Q: 3 clusters Score -102927.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -102927.023438 Penalty: 551.965210 Iteration 47Q: 3 clusters Score -102927 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -102927.179688 Penalty: 551.965210 Iteration 48Q: 3 clusters Score -102927.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -102927.289062 Penalty: 551.965210 Iteration 49Q: 3 clusters Score -102927.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -102927.460938 Penalty: 551.965210 Iteration 50Q: 3 clusters Score -102927.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -102927.382812 Penalty: 551.965210 Iteration 51Q: 3 clusters Score -102927.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -102927.382812 Penalty: 551.965210 Iteration 52F: 3 clusters Score -102927.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -10198.850586 Penalty: 200.713226 Iteration 0F: 2 clusters Score -10198.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -9791.697266 Penalty: 401.426453 Iteration 0F: 3 clusters Score -9791.697 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -9883.682617 Penalty: 401.426453 Iteration 1F: 3 clusters Score -9883.683 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -9903.400391 Penalty: 401.426453 Iteration 2F: 3 clusters Score -9903.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -9919.738281 Penalty: 401.426453 Iteration 3Q: 3 clusters Score -9919.738 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -9930.642578 Penalty: 401.426453 Iteration 4Q: 3 clusters Score -9930.643 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -9943.303711 Penalty: 401.426453 Iteration 5Q: 3 clusters Score -9943.304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -9952.623047 Penalty: 401.426453 Iteration 6Q: 3 clusters Score -9952.623 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -9958.942383 Penalty: 401.426453 Iteration 7Q: 3 clusters Score -9958.942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -9962.242188 Penalty: 401.426453 Iteration 8Q: 3 clusters Score -9962.242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -9964.128906 Penalty: 401.426453 Iteration 9Q: 3 clusters Score -9964.129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -9964.537109 Penalty: 401.426453 Iteration 10Q: 3 clusters Score -9964.537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -9964.537109 Penalty: 401.426453 Iteration 11F: 3 clusters Score -9964.537 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -6800.168945 Penalty: 185.473236 Iteration 0F: 2 clusters Score -6800.169 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6512.765625 Penalty: 370.946472 Iteration 0F: 3 clusters Score -6512.766 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6603.048828 Penalty: 370.946472 Iteration 1F: 3 clusters Score -6603.049 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6619.487305 Penalty: 370.946472 Iteration 2F: 3 clusters Score -6619.487 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6621.347168 Penalty: 370.946472 Iteration 3Q: 3 clusters Score -6621.347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6621.347168 Penalty: 370.946472 Iteration 4F: 3 clusters Score -6621.347 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Entering Unmasked Estep Score: -47267.375000 Penalty: 247.389542 Iteration 0F: 2 clusters Score -47267.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -46033.242188 Penalty: 494.779083 Iteration 0F: 3 clusters Score -46033.24 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -46599.710938 Penalty: 494.779083 Iteration 1F: 3 clusters Score -46599.71 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -46724.183594 Penalty: 494.779083 Iteration 2F: 3 clusters Score -46724.18 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -46817.960938 Penalty: 494.779083 Iteration 3F: 3 clusters Score -46817.96 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -46890.746094 Penalty: 494.779083 Iteration 4F: 3 clusters Score -46890.75 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -46925.957031 Penalty: 494.779083 Iteration 5Q: 3 clusters Score -46925.96 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -46944.824219 Penalty: 494.779083 Iteration 6Q: 3 clusters Score -46944.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -46954.652344 Penalty: 494.779083 Iteration 7Q: 3 clusters Score -46954.65 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -46963.410156 Penalty: 494.779083 Iteration 8Q: 3 clusters Score -46963.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -46971.437500 Penalty: 494.779083 Iteration 9Q: 3 clusters Score -46971.44 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -46980.375000 Penalty: 494.779083 Iteration 10Q: 3 clusters Score -46980.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -46987.007812 Penalty: 494.779083 Iteration 11Q: 3 clusters Score -46987.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -46994.394531 Penalty: 494.779083 Iteration 12Q: 3 clusters Score -46994.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -46999.066406 Penalty: 494.779083 Iteration 13Q: 3 clusters Score -46999.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -47004.976562 Penalty: 494.779083 Iteration 14Q: 3 clusters Score -47004.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -47010.238281 Penalty: 494.779083 Iteration 15Q: 3 clusters Score -47010.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -47014.472656 Penalty: 494.779083 Iteration 16Q: 3 clusters Score -47014.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -47020.062500 Penalty: 494.779083 Iteration 17Q: 3 clusters Score -47020.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -47023.238281 Penalty: 494.779083 Iteration 18Q: 3 clusters Score -47023.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -47025.421875 Penalty: 494.779083 Iteration 19Q: 3 clusters Score -47025.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -47027.855469 Penalty: 494.779083 Iteration 20F: 3 clusters Score -47027.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -47032.527344 Penalty: 494.779083 Iteration 21Q: 3 clusters Score -47032.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -47035.175781 Penalty: 494.779083 Iteration 22Q: 3 clusters Score -47035.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -47036.777344 Penalty: 494.779083 Iteration 23Q: 3 clusters Score -47036.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -47037.660156 Penalty: 494.779083 Iteration 24Q: 3 clusters Score -47037.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -47038.121094 Penalty: 494.779083 Iteration 25Q: 3 clusters Score -47038.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -47039.675781 Penalty: 494.779083 Iteration 26Q: 3 clusters Score -47039.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -47040.417969 Penalty: 494.779083 Iteration 27Q: 3 clusters Score -47040.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -47040.707031 Penalty: 494.779083 Iteration 28Q: 3 clusters Score -47040.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -47040.824219 Penalty: 494.779083 Iteration 29Q: 3 clusters Score -47040.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -47040.847656 Penalty: 494.779083 Iteration 30Q: 3 clusters Score -47040.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -47040.847656 Penalty: 494.779083 Iteration 31F: 3 clusters Score -47040.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Entering Unmasked Estep Score: -58655.597656 Penalty: 256.942505 Iteration 0F: 2 clusters Score -58655.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -56998.089844 Penalty: 513.885010 Iteration 0F: 3 clusters Score -56998.09 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -57778.375000 Penalty: 513.885010 Iteration 1F: 3 clusters Score -57778.38 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -57936.804688 Penalty: 513.885010 Iteration 2F: 3 clusters Score -57936.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -58035.296875 Penalty: 513.885010 Iteration 3F: 3 clusters Score -58035.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -58100.851562 Penalty: 513.885010 Iteration 4Q: 3 clusters Score -58100.85 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -58154.507812 Penalty: 513.885010 Iteration 5Q: 3 clusters Score -58154.51 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -58195.773438 Penalty: 513.885010 Iteration 6Q: 3 clusters Score -58195.77 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -58211.847656 Penalty: 513.885010 Iteration 7Q: 3 clusters Score -58211.85 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -58219.234375 Penalty: 513.885010 Iteration 8Q: 3 clusters Score -58219.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -58224.562500 Penalty: 513.885010 Iteration 9Q: 3 clusters Score -58224.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -58230.804688 Penalty: 513.885010 Iteration 10Q: 3 clusters Score -58230.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -58235.507812 Penalty: 513.885010 Iteration 11Q: 3 clusters Score -58235.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -58239.378906 Penalty: 513.885010 Iteration 12Q: 3 clusters Score -58239.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -58245.132812 Penalty: 513.885010 Iteration 13Q: 3 clusters Score -58245.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -58247.574219 Penalty: 513.885010 Iteration 14Q: 3 clusters Score -58247.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -58250.648438 Penalty: 513.885010 Iteration 15Q: 3 clusters Score -58250.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -58253.210938 Penalty: 513.885010 Iteration 16Q: 3 clusters Score -58253.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -58256.398438 Penalty: 513.885010 Iteration 17Q: 3 clusters Score -58256.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -58261.238281 Penalty: 513.885010 Iteration 18Q: 3 clusters Score -58261.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -58268.335938 Penalty: 513.885010 Iteration 19Q: 3 clusters Score -58268.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -58275.269531 Penalty: 513.885010 Iteration 20F: 3 clusters Score -58275.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -58281.289062 Penalty: 513.885010 Iteration 21Q: 3 clusters Score -58281.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -58285.753906 Penalty: 513.885010 Iteration 22Q: 3 clusters Score -58285.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -58294.632812 Penalty: 513.885010 Iteration 23Q: 3 clusters Score -58294.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -58301.246094 Penalty: 513.885010 Iteration 24Q: 3 clusters Score -58301.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -58306.335938 Penalty: 513.885010 Iteration 25Q: 3 clusters Score -58306.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -58311.492188 Penalty: 513.885010 Iteration 26Q: 3 clusters Score -58311.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -58312.941406 Penalty: 513.885010 Iteration 27Q: 3 clusters Score -58312.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -58314.851562 Penalty: 513.885010 Iteration 28Q: 3 clusters Score -58314.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -58316.066406 Penalty: 513.885010 Iteration 29Q: 3 clusters Score -58316.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -58317.488281 Penalty: 513.885010 Iteration 30Q: 3 clusters Score -58317.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -58320.062500 Penalty: 513.885010 Iteration 31Q: 3 clusters Score -58320.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -58322.664062 Penalty: 513.885010 Iteration 32Q: 3 clusters Score -58322.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -58323.968750 Penalty: 513.885010 Iteration 33Q: 3 clusters Score -58323.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -58325.484375 Penalty: 513.885010 Iteration 34Q: 3 clusters Score -58325.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -58326.714844 Penalty: 513.885010 Iteration 35Q: 3 clusters Score -58326.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -58330.488281 Penalty: 513.885010 Iteration 36Q: 3 clusters Score -58330.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -58336.121094 Penalty: 513.885010 Iteration 37Q: 3 clusters Score -58336.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -58338.441406 Penalty: 513.885010 Iteration 38Q: 3 clusters Score -58338.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -58339.515625 Penalty: 513.885010 Iteration 39Q: 3 clusters Score -58339.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -58339.703125 Penalty: 513.885010 Iteration 40F: 3 clusters Score -58339.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Entering Unmasked Estep Score: -60947.902344 Penalty: 259.791016 Iteration 0F: 2 clusters Score -60947.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -59141.453125 Penalty: 519.582031 Iteration 0F: 3 clusters Score -59141.45 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -59842.570312 Penalty: 519.582031 Iteration 1F: 3 clusters Score -59842.57 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -60016.531250 Penalty: 519.582031 Iteration 2F: 3 clusters Score -60016.53 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -60207.535156 Penalty: 519.582031 Iteration 3F: 3 clusters Score -60207.54 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -60357.296875 Penalty: 519.582031 Iteration 4F: 3 clusters Score -60357.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -60458.972656 Penalty: 519.582031 Iteration 5Q: 3 clusters Score -60458.97 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -60535.023438 Penalty: 519.582031 Iteration 6Q: 3 clusters Score -60535.02 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -60607.425781 Penalty: 519.582031 Iteration 7Q: 3 clusters Score -60607.43 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -60648.125000 Penalty: 519.582031 Iteration 8Q: 3 clusters Score -60648.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -60686.941406 Penalty: 519.582031 Iteration 9Q: 3 clusters Score -60686.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -60708.921875 Penalty: 519.582031 Iteration 10Q: 3 clusters Score -60708.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -60729.617188 Penalty: 519.582031 Iteration 11Q: 3 clusters Score -60729.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -60751.390625 Penalty: 519.582031 Iteration 12Q: 3 clusters Score -60751.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -60763.699219 Penalty: 519.582031 Iteration 13Q: 3 clusters Score -60763.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -60771.093750 Penalty: 519.582031 Iteration 14Q: 3 clusters Score -60771.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -60773.906250 Penalty: 519.582031 Iteration 15Q: 3 clusters Score -60773.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -60774.972656 Penalty: 519.582031 Iteration 16Q: 3 clusters Score -60774.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -60775.636719 Penalty: 519.582031 Iteration 17Q: 3 clusters Score -60775.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -60776.343750 Penalty: 519.582031 Iteration 18Q: 3 clusters Score -60776.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -60777.089844 Penalty: 519.582031 Iteration 19Q: 3 clusters Score -60777.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -60778.070312 Penalty: 519.582031 Iteration 20F: 3 clusters Score -60778.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -60779.171875 Penalty: 519.582031 Iteration 21Q: 3 clusters Score -60779.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -60782.000000 Penalty: 519.582031 Iteration 22Q: 3 clusters Score -60782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -60783.355469 Penalty: 519.582031 Iteration 23Q: 3 clusters Score -60783.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -60784.062500 Penalty: 519.582031 Iteration 24Q: 3 clusters Score -60784.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -60785.757812 Penalty: 519.582031 Iteration 25Q: 3 clusters Score -60785.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -60788.058594 Penalty: 519.582031 Iteration 26Q: 3 clusters Score -60788.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -60790.117188 Penalty: 519.582031 Iteration 27Q: 3 clusters Score -60790.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -60790.648438 Penalty: 519.582031 Iteration 28Q: 3 clusters Score -60790.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -60791.132812 Penalty: 519.582031 Iteration 29Q: 3 clusters Score -60791.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -60791.679688 Penalty: 519.582031 Iteration 30Q: 3 clusters Score -60791.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -60792.730469 Penalty: 519.582031 Iteration 31Q: 3 clusters Score -60792.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -60794.429688 Penalty: 519.582031 Iteration 32Q: 3 clusters Score -60794.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -60795.687500 Penalty: 519.582031 Iteration 33Q: 3 clusters Score -60795.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -60796.054688 Penalty: 519.582031 Iteration 34Q: 3 clusters Score -60796.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -60796.054688 Penalty: 519.582031 Iteration 35F: 3 clusters Score -60796.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Entering Unmasked Estep Score: -31693.476562 Penalty: 234.545044 Iteration 0F: 2 clusters Score -31693.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -30793.992188 Penalty: 469.090088 Iteration 0F: 3 clusters Score -30793.99 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -31112.197266 Penalty: 469.090088 Iteration 1F: 3 clusters Score -31112.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -31169.931641 Penalty: 469.090088 Iteration 2F: 3 clusters Score -31169.93 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -31206.074219 Penalty: 469.090088 Iteration 3F: 3 clusters Score -31206.07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -31233.503906 Penalty: 469.090088 Iteration 4Q: 3 clusters Score -31233.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -31259.400391 Penalty: 469.090088 Iteration 5Q: 3 clusters Score -31259.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -31283.755859 Penalty: 469.090088 Iteration 6Q: 3 clusters Score -31283.76 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -31305.478516 Penalty: 469.090088 Iteration 7Q: 3 clusters Score -31305.48 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -31324.128906 Penalty: 469.090088 Iteration 8Q: 3 clusters Score -31324.13 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -31338.947266 Penalty: 469.090088 Iteration 9Q: 3 clusters Score -31338.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -31351.667969 Penalty: 469.090088 Iteration 10Q: 3 clusters Score -31351.67 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -31364.519531 Penalty: 469.090088 Iteration 11Q: 3 clusters Score -31364.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -31374.876953 Penalty: 469.090088 Iteration 12Q: 3 clusters Score -31374.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -31380.058594 Penalty: 469.090088 Iteration 13Q: 3 clusters Score -31380.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -31385.193359 Penalty: 469.090088 Iteration 14Q: 3 clusters Score -31385.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -31390.937500 Penalty: 469.090088 Iteration 15Q: 3 clusters Score -31390.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -31395.181641 Penalty: 469.090088 Iteration 16Q: 3 clusters Score -31395.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -31398.292969 Penalty: 469.090088 Iteration 17Q: 3 clusters Score -31398.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -31401.693359 Penalty: 469.090088 Iteration 18Q: 3 clusters Score -31401.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -31404.748047 Penalty: 469.090088 Iteration 19Q: 3 clusters Score -31404.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -31409.900391 Penalty: 469.090088 Iteration 20F: 3 clusters Score -31409.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -31413.591797 Penalty: 469.090088 Iteration 21Q: 3 clusters Score -31413.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -31416.474609 Penalty: 469.090088 Iteration 22Q: 3 clusters Score -31416.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -31419.585938 Penalty: 469.090088 Iteration 23Q: 3 clusters Score -31419.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -31421.736328 Penalty: 469.090088 Iteration 24Q: 3 clusters Score -31421.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31422.435547 Penalty: 469.090088 Iteration 25Q: 3 clusters Score -31422.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -31422.570312 Penalty: 469.090088 Iteration 26Q: 3 clusters Score -31422.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -31423.216797 Penalty: 469.090088 Iteration 27Q: 3 clusters Score -31423.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -31423.925781 Penalty: 469.090088 Iteration 28Q: 3 clusters Score -31423.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -31424.314453 Penalty: 469.090088 Iteration 29Q: 3 clusters Score -31424.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -31425.257812 Penalty: 469.090088 Iteration 30Q: 3 clusters Score -31425.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -31426.185547 Penalty: 469.090088 Iteration 31Q: 3 clusters Score -31426.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -31426.347656 Penalty: 469.090088 Iteration 32Q: 3 clusters Score -31426.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -31426.498047 Penalty: 469.090088 Iteration 33Q: 3 clusters Score -31426.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -31426.910156 Penalty: 469.090088 Iteration 34Q: 3 clusters Score -31426.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -31427.476562 Penalty: 469.090088 Iteration 35Q: 3 clusters Score -31427.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -31428.117188 Penalty: 469.090088 Iteration 36Q: 3 clusters Score -31428.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -31428.634766 Penalty: 469.090088 Iteration 37Q: 3 clusters Score -31428.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31428.884766 Penalty: 469.090088 Iteration 38Q: 3 clusters Score -31428.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -31429.332031 Penalty: 469.090088 Iteration 39Q: 3 clusters Score -31429.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -31430.695312 Penalty: 469.090088 Iteration 40F: 3 clusters Score -31430.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -31432.003906 Penalty: 469.090088 Iteration 41Q: 3 clusters Score -31432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31433.533203 Penalty: 469.090088 Iteration 42Q: 3 clusters Score -31433.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -31435.074219 Penalty: 469.090088 Iteration 43Q: 3 clusters Score -31435.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -31436.294922 Penalty: 469.090088 Iteration 44Q: 3 clusters Score -31436.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -31437.169922 Penalty: 469.090088 Iteration 45Q: 3 clusters Score -31437.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -31438.349609 Penalty: 469.090088 Iteration 46Q: 3 clusters Score -31438.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -31439.392578 Penalty: 469.090088 Iteration 47Q: 3 clusters Score -31439.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -31439.820312 Penalty: 469.090088 Iteration 48Q: 3 clusters Score -31439.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -31441.927734 Penalty: 469.090088 Iteration 49Q: 3 clusters Score -31441.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -31442.292969 Penalty: 469.090088 Iteration 50Q: 3 clusters Score -31442.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31443.492188 Penalty: 469.090088 Iteration 51Q: 3 clusters Score -31443.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -31444.685547 Penalty: 469.090088 Iteration 52Q: 3 clusters Score -31444.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -31447.017578 Penalty: 469.090088 Iteration 53Q: 3 clusters Score -31447.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -31450.478516 Penalty: 469.090088 Iteration 54Q: 3 clusters Score -31450.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31456.138672 Penalty: 469.090088 Iteration 55Q: 3 clusters Score -31456.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -31460.466797 Penalty: 469.090088 Iteration 56Q: 3 clusters Score -31460.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -31465.943359 Penalty: 469.090088 Iteration 57Q: 3 clusters Score -31465.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -31469.804688 Penalty: 469.090088 Iteration 58Q: 3 clusters Score -31469.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -31473.650391 Penalty: 469.090088 Iteration 59Q: 3 clusters Score -31473.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -31474.740234 Penalty: 469.090088 Iteration 60F: 3 clusters Score -31474.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -31475.701172 Penalty: 469.090088 Iteration 61Q: 3 clusters Score -31475.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -31477.445312 Penalty: 469.090088 Iteration 62Q: 3 clusters Score -31477.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -31481.042969 Penalty: 469.090088 Iteration 63Q: 3 clusters Score -31481.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -31484.281250 Penalty: 469.090088 Iteration 64Q: 3 clusters Score -31484.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -31486.898438 Penalty: 469.090088 Iteration 65Q: 3 clusters Score -31486.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -31489.472656 Penalty: 469.090088 Iteration 66Q: 3 clusters Score -31489.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -31490.931641 Penalty: 469.090088 Iteration 67Q: 3 clusters Score -31490.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -31493.017578 Penalty: 469.090088 Iteration 68Q: 3 clusters Score -31493.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -31494.785156 Penalty: 469.090088 Iteration 69Q: 3 clusters Score -31494.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -31494.785156 Penalty: 469.090088 Iteration 70F: 3 clusters Score -31494.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Entering Unmasked Estep Score: -71234.421875 Penalty: 262.447906 Iteration 0F: 2 clusters Score -71234.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -69293.953125 Penalty: 524.895813 Iteration 0F: 3 clusters Score -69293.95 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -70076.460938 Penalty: 524.895813 Iteration 1F: 3 clusters Score -70076.46 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -70193.625000 Penalty: 524.895813 Iteration 2F: 3 clusters Score -70193.62 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -70301.640625 Penalty: 524.895813 Iteration 3F: 3 clusters Score -70301.64 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -70395.078125 Penalty: 524.895813 Iteration 4F: 3 clusters Score -70395.08 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -70483.101562 Penalty: 524.895813 Iteration 5F: 3 clusters Score -70483.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -70554.640625 Penalty: 524.895813 Iteration 6Q: 3 clusters Score -70554.64 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -70607.671875 Penalty: 524.895813 Iteration 7Q: 3 clusters Score -70607.67 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -70653.929688 Penalty: 524.895813 Iteration 8Q: 3 clusters Score -70653.93 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -70704.312500 Penalty: 524.895813 Iteration 9Q: 3 clusters Score -70704.31 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -70747.937500 Penalty: 524.895813 Iteration 10Q: 3 clusters Score -70747.94 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -70786.312500 Penalty: 524.895813 Iteration 11Q: 3 clusters Score -70786.31 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -70817.648438 Penalty: 524.895813 Iteration 12Q: 3 clusters Score -70817.65 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70849.054688 Penalty: 524.895813 Iteration 13Q: 3 clusters Score -70849.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -70881.343750 Penalty: 524.895813 Iteration 14Q: 3 clusters Score -70881.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -70908.679688 Penalty: 524.895813 Iteration 15Q: 3 clusters Score -70908.68 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -70926.421875 Penalty: 524.895813 Iteration 16Q: 3 clusters Score -70926.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -70936.960938 Penalty: 524.895813 Iteration 17Q: 3 clusters Score -70936.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -70948.843750 Penalty: 524.895813 Iteration 18Q: 3 clusters Score -70948.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -70958.460938 Penalty: 524.895813 Iteration 19Q: 3 clusters Score -70958.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -70967.359375 Penalty: 524.895813 Iteration 20F: 3 clusters Score -70967.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -70973.296875 Penalty: 524.895813 Iteration 21Q: 3 clusters Score -70973.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -70979.398438 Penalty: 524.895813 Iteration 22Q: 3 clusters Score -70979.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -70987.328125 Penalty: 524.895813 Iteration 23Q: 3 clusters Score -70987.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -70997.171875 Penalty: 524.895813 Iteration 24Q: 3 clusters Score -70997.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -71008.429688 Penalty: 524.895813 Iteration 25Q: 3 clusters Score -71008.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -71014.015625 Penalty: 524.895813 Iteration 26Q: 3 clusters Score -71014.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -71014.687500 Penalty: 524.895813 Iteration 27Q: 3 clusters Score -71014.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -71014.796875 Penalty: 524.895813 Iteration 28Q: 3 clusters Score -71014.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -71014.796875 Penalty: 524.895813 Iteration 29F: 3 clusters Score -71014.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (3322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Entering Unmasked Estep Score: -83558.179688 Penalty: 267.574646 Iteration 0F: 2 clusters Score -83558.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -81321.617188 Penalty: 535.149292 Iteration 0F: 3 clusters Score -81321.62 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -82102.515625 Penalty: 535.149292 Iteration 1F: 3 clusters Score -82102.52 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -82165.312500 Penalty: 535.149292 Iteration 2Q: 3 clusters Score -82165.31 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -82237.570312 Penalty: 535.149292 Iteration 3Q: 3 clusters Score -82237.57 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -82316.757812 Penalty: 535.149292 Iteration 4Q: 3 clusters Score -82316.76 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -82415.343750 Penalty: 535.149292 Iteration 5F: 3 clusters Score -82415.34 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -82570.312500 Penalty: 535.149292 Iteration 6F: 3 clusters Score -82570.31 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -82763.148438 Penalty: 535.149292 Iteration 7F: 3 clusters Score -82763.15 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -82921.250000 Penalty: 535.149292 Iteration 8F: 3 clusters Score -82921.25 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -83027.953125 Penalty: 535.149292 Iteration 9Q: 3 clusters Score -83027.95 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -83120.976562 Penalty: 535.149292 Iteration 10Q: 3 clusters Score -83120.98 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -83175.656250 Penalty: 535.149292 Iteration 11Q: 3 clusters Score -83175.66 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -83211.156250 Penalty: 535.149292 Iteration 12Q: 3 clusters Score -83211.16 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -83236.617188 Penalty: 535.149292 Iteration 13Q: 3 clusters Score -83236.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -83253.507812 Penalty: 535.149292 Iteration 14Q: 3 clusters Score -83253.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -83262.453125 Penalty: 535.149292 Iteration 15Q: 3 clusters Score -83262.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -83267.140625 Penalty: 535.149292 Iteration 16Q: 3 clusters Score -83267.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -83268.937500 Penalty: 535.149292 Iteration 17Q: 3 clusters Score -83268.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -83272.703125 Penalty: 535.149292 Iteration 18Q: 3 clusters Score -83272.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -83275.210938 Penalty: 535.149292 Iteration 19Q: 3 clusters Score -83275.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -83278.617188 Penalty: 535.149292 Iteration 20F: 3 clusters Score -83278.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -83284.125000 Penalty: 535.149292 Iteration 21Q: 3 clusters Score -83284.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -83290.179688 Penalty: 535.149292 Iteration 22Q: 3 clusters Score -83290.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -83298.710938 Penalty: 535.149292 Iteration 23Q: 3 clusters Score -83298.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -83302.820312 Penalty: 535.149292 Iteration 24Q: 3 clusters Score -83302.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -83304.953125 Penalty: 535.149292 Iteration 25Q: 3 clusters Score -83304.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -83307.562500 Penalty: 535.149292 Iteration 26Q: 3 clusters Score -83307.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -83311.132812 Penalty: 535.149292 Iteration 27Q: 3 clusters Score -83311.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -83315.812500 Penalty: 535.149292 Iteration 28Q: 3 clusters Score -83315.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -83329.460938 Penalty: 535.149292 Iteration 29Q: 3 clusters Score -83329.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -83346.070312 Penalty: 535.149292 Iteration 30Q: 3 clusters Score -83346.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -83354.992188 Penalty: 535.149292 Iteration 31Q: 3 clusters Score -83354.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -83359.703125 Penalty: 535.149292 Iteration 32Q: 3 clusters Score -83359.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -83366.312500 Penalty: 535.149292 Iteration 33Q: 3 clusters Score -83366.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -83372.953125 Penalty: 535.149292 Iteration 34Q: 3 clusters Score -83372.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -83376.578125 Penalty: 535.149292 Iteration 35Q: 3 clusters Score -83376.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -83380.257812 Penalty: 535.149292 Iteration 36Q: 3 clusters Score -83380.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -83383.656250 Penalty: 535.149292 Iteration 37Q: 3 clusters Score -83383.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -83385.921875 Penalty: 535.149292 Iteration 38Q: 3 clusters Score -83385.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -83389.734375 Penalty: 535.149292 Iteration 39Q: 3 clusters Score -83389.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -83393.742188 Penalty: 535.149292 Iteration 40F: 3 clusters Score -83393.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -83394.414062 Penalty: 535.149292 Iteration 41Q: 3 clusters Score -83394.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -83394.546875 Penalty: 535.149292 Iteration 42Q: 3 clusters Score -83394.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -83395.304688 Penalty: 535.149292 Iteration 43Q: 3 clusters Score -83395.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -83395.304688 Penalty: 535.149292 Iteration 44F: 3 clusters Score -83395.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Entering Unmasked Estep Score: -28451.396484 Penalty: 238.175629 Iteration 0F: 2 clusters Score -28451.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -27483.646484 Penalty: 476.351257 Iteration 0F: 3 clusters Score -27483.65 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -27783.298828 Penalty: 476.351257 Iteration 1F: 3 clusters Score -27783.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -27858.734375 Penalty: 476.351257 Iteration 2F: 3 clusters Score -27858.73 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -27928.488281 Penalty: 476.351257 Iteration 3F: 3 clusters Score -27928.49 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -27991.998047 Penalty: 476.351257 Iteration 4F: 3 clusters Score -27992 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -28062.355469 Penalty: 476.351257 Iteration 5F: 3 clusters Score -28062.36 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -28115.207031 Penalty: 476.351257 Iteration 6Q: 3 clusters Score -28115.21 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -28162.464844 Penalty: 476.351257 Iteration 7Q: 3 clusters Score -28162.46 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -28184.964844 Penalty: 476.351257 Iteration 8Q: 3 clusters Score -28184.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -28194.355469 Penalty: 476.351257 Iteration 9Q: 3 clusters Score -28194.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -28201.216797 Penalty: 476.351257 Iteration 10Q: 3 clusters Score -28201.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -28205.808594 Penalty: 476.351257 Iteration 11Q: 3 clusters Score -28205.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -28207.218750 Penalty: 476.351257 Iteration 12Q: 3 clusters Score -28207.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -28209.154297 Penalty: 476.351257 Iteration 13Q: 3 clusters Score -28209.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -28211.494141 Penalty: 476.351257 Iteration 14Q: 3 clusters Score -28211.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -28213.683594 Penalty: 476.351257 Iteration 15Q: 3 clusters Score -28213.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -28217.458984 Penalty: 476.351257 Iteration 16Q: 3 clusters Score -28217.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -28219.908203 Penalty: 476.351257 Iteration 17Q: 3 clusters Score -28219.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -28223.080078 Penalty: 476.351257 Iteration 18Q: 3 clusters Score -28223.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -28225.677734 Penalty: 476.351257 Iteration 19Q: 3 clusters Score -28225.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -28228.453125 Penalty: 476.351257 Iteration 20F: 3 clusters Score -28228.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -28231.375000 Penalty: 476.351257 Iteration 21Q: 3 clusters Score -28231.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -28237.298828 Penalty: 476.351257 Iteration 22Q: 3 clusters Score -28237.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -28238.880859 Penalty: 476.351257 Iteration 23Q: 3 clusters Score -28238.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -28240.037109 Penalty: 476.351257 Iteration 24Q: 3 clusters Score -28240.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28241.507812 Penalty: 476.351257 Iteration 25Q: 3 clusters Score -28241.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28242.589844 Penalty: 476.351257 Iteration 26Q: 3 clusters Score -28242.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28242.759766 Penalty: 476.351257 Iteration 27Q: 3 clusters Score -28242.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28242.833984 Penalty: 476.351257 Iteration 28Q: 3 clusters Score -28242.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -28242.990234 Penalty: 476.351257 Iteration 29Q: 3 clusters Score -28242.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -28243.279297 Penalty: 476.351257 Iteration 30Q: 3 clusters Score -28243.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -28244.113281 Penalty: 476.351257 Iteration 31Q: 3 clusters Score -28244.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -28244.669922 Penalty: 476.351257 Iteration 32Q: 3 clusters Score -28244.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -28245.560547 Penalty: 476.351257 Iteration 33Q: 3 clusters Score -28245.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -28245.607422 Penalty: 476.351257 Iteration 34Q: 3 clusters Score -28245.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -28245.660156 Penalty: 476.351257 Iteration 35Q: 3 clusters Score -28245.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -28245.818359 Penalty: 476.351257 Iteration 36Q: 3 clusters Score -28245.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -28245.927734 Penalty: 476.351257 Iteration 37Q: 3 clusters Score -28245.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -28245.927734 Penalty: 476.351257 Iteration 38F: 3 clusters Score -28245.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -3961.189941 Penalty: 173.839310 Iteration 0F: 2 clusters Score -3961.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -3728.254883 Penalty: 347.678619 Iteration 0F: 3 clusters Score -3728.255 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -3793.670166 Penalty: 347.678619 Iteration 1F: 3 clusters Score -3793.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -3808.027344 Penalty: 347.678619 Iteration 2F: 3 clusters Score -3808.027 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -3819.622314 Penalty: 347.678619 Iteration 3Q: 3 clusters Score -3819.622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -3824.229248 Penalty: 347.678619 Iteration 4Q: 3 clusters Score -3824.229 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -3829.626465 Penalty: 347.678619 Iteration 5Q: 3 clusters Score -3829.626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -3833.309082 Penalty: 347.678619 Iteration 6Q: 3 clusters Score -3833.309 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -3835.859375 Penalty: 347.678619 Iteration 7Q: 3 clusters Score -3835.859 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -3835.859375 Penalty: 347.678619 Iteration 8F: 3 clusters Score -3835.859 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Entering Unmasked Estep Score: -59739.125000 Penalty: 260.364532 Iteration 0F: 2 clusters Score -59739.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -57876.558594 Penalty: 520.729065 Iteration 0F: 3 clusters Score -57876.56 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -58642.789062 Penalty: 520.729065 Iteration 1F: 3 clusters Score -58642.79 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -58804.589844 Penalty: 520.729065 Iteration 2F: 3 clusters Score -58804.59 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -59005.531250 Penalty: 520.729065 Iteration 3F: 3 clusters Score -59005.53 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -59191.917969 Penalty: 520.729065 Iteration 4F: 3 clusters Score -59191.92 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -59360.015625 Penalty: 520.729065 Iteration 5F: 3 clusters Score -59360.02 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -59490.855469 Penalty: 520.729065 Iteration 6F: 3 clusters Score -59490.86 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -59594.003906 Penalty: 520.729065 Iteration 7Q: 3 clusters Score -59594 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -59640.359375 Penalty: 520.729065 Iteration 8Q: 3 clusters Score -59640.36 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -59663.941406 Penalty: 520.729065 Iteration 9Q: 3 clusters Score -59663.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -59683.871094 Penalty: 520.729065 Iteration 10Q: 3 clusters Score -59683.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -59697.902344 Penalty: 520.729065 Iteration 11Q: 3 clusters Score -59697.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -59709.496094 Penalty: 520.729065 Iteration 12Q: 3 clusters Score -59709.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -59723.222656 Penalty: 520.729065 Iteration 13Q: 3 clusters Score -59723.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -59736.921875 Penalty: 520.729065 Iteration 14Q: 3 clusters Score -59736.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -59745.207031 Penalty: 520.729065 Iteration 15Q: 3 clusters Score -59745.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -59753.535156 Penalty: 520.729065 Iteration 16Q: 3 clusters Score -59753.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -59757.132812 Penalty: 520.729065 Iteration 17Q: 3 clusters Score -59757.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -59757.714844 Penalty: 520.729065 Iteration 18Q: 3 clusters Score -59757.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -59757.867188 Penalty: 520.729065 Iteration 19Q: 3 clusters Score -59757.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -59757.867188 Penalty: 520.729065 Iteration 20F: 3 clusters Score -59757.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 284 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 601 members Mstep: Class 5 contains 748 members Mstep: Class 6 contains 2815 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 258 members Mstep: Class 9 contains 80 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 1115 members Mstep: Class 12 contains 540 members Mstep: Class 13 contains 754 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 618 members Mstep: Class 19 contains 4286 members Mstep: Class 20 contains 438 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 2624 members Mstep: Class 25 contains 1221 members Mstep: Class 26 contains 2844 members Mstep: Class 27 contains 3322 members Mstep: Class 28 contains 1363 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 228 members Mstep: Class 31 contains 388 members Mstep: Class 32 contains 7363 members Mstep: Class 33 contains 354 members Mstep: Class 34 contains 868 members Mstep: Class 35 contains 412 members Mstep: Class 36 contains 817 members Mstep: Class 37 contains 3900 members Mstep: Class 38 contains 4765 members Mstep: Class 39 contains 134 members Mstep: Class 40 contains 679 members Mstep: Class 41 contains 2442 members Entering Unmasked Estep Score: -1240540.375000 Penalty: 14899.014648 Splitting cluster 30 changes total score from -1240625.000000 to -1240540.375000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Entering Unmasked Estep Score: -8610.305664 Penalty: 196.713165 Iteration 0F: 2 clusters Score -8610.306 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -8240.037109 Penalty: 393.426331 Iteration 0F: 3 clusters Score -8240.037 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -8330.822266 Penalty: 393.426331 Iteration 1F: 3 clusters Score -8330.822 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -8350.231445 Penalty: 393.426331 Iteration 2F: 3 clusters Score -8350.231 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -8359.458008 Penalty: 393.426331 Iteration 3Q: 3 clusters Score -8359.458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -8369.945312 Penalty: 393.426331 Iteration 4Q: 3 clusters Score -8369.945 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -8378.185547 Penalty: 393.426331 Iteration 5Q: 3 clusters Score -8378.186 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -8384.564453 Penalty: 393.426331 Iteration 6Q: 3 clusters Score -8384.564 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -8389.705078 Penalty: 393.426331 Iteration 7Q: 3 clusters Score -8389.705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -8392.431641 Penalty: 393.426331 Iteration 8Q: 3 clusters Score -8392.432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -8395.670898 Penalty: 393.426331 Iteration 9Q: 3 clusters Score -8395.671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -8400.870117 Penalty: 393.426331 Iteration 10Q: 3 clusters Score -8400.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8403.183594 Penalty: 393.426331 Iteration 11Q: 3 clusters Score -8403.184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8408.940430 Penalty: 393.426331 Iteration 12Q: 3 clusters Score -8408.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -8413.958008 Penalty: 393.426331 Iteration 13Q: 3 clusters Score -8413.958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -8415.075195 Penalty: 393.426331 Iteration 14Q: 3 clusters Score -8415.075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8416.929688 Penalty: 393.426331 Iteration 15Q: 3 clusters Score -8416.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8417.878906 Penalty: 393.426331 Iteration 16Q: 3 clusters Score -8417.879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8417.878906 Penalty: 393.426331 Iteration 17F: 3 clusters Score -8417.879 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (7363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Entering Unmasked Estep Score: -178705.953125 Penalty: 293.839355 Iteration 0F: 2 clusters Score -178706 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -173803.406250 Penalty: 587.678711 Iteration 0F: 3 clusters Score -173803.4 nChanged 3435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -175871.421875 Penalty: 587.678711 Iteration 1F: 3 clusters Score -175871.4 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -176257.437500 Penalty: 587.678711 Iteration 2F: 3 clusters Score -176257.4 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -176728.968750 Penalty: 587.678711 Iteration 3F: 3 clusters Score -176729 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -177133.859375 Penalty: 587.678711 Iteration 4F: 3 clusters Score -177133.9 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -177393.156250 Penalty: 587.678711 Iteration 5F: 3 clusters Score -177393.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -177533.046875 Penalty: 587.678711 Iteration 6Q: 3 clusters Score -177533 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -177595.312500 Penalty: 587.678711 Iteration 7Q: 3 clusters Score -177595.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -177624.296875 Penalty: 587.678711 Iteration 8Q: 3 clusters Score -177624.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -177643.218750 Penalty: 587.678711 Iteration 9Q: 3 clusters Score -177643.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -177664.687500 Penalty: 587.678711 Iteration 10Q: 3 clusters Score -177664.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -177685.187500 Penalty: 587.678711 Iteration 11Q: 3 clusters Score -177685.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -177707.250000 Penalty: 587.678711 Iteration 12Q: 3 clusters Score -177707.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -177721.656250 Penalty: 587.678711 Iteration 13Q: 3 clusters Score -177721.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -177737.203125 Penalty: 587.678711 Iteration 14Q: 3 clusters Score -177737.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -177753.515625 Penalty: 587.678711 Iteration 15Q: 3 clusters Score -177753.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -177767.343750 Penalty: 587.678711 Iteration 16Q: 3 clusters Score -177767.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -177777.156250 Penalty: 587.678711 Iteration 17Q: 3 clusters Score -177777.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -177787.062500 Penalty: 587.678711 Iteration 18Q: 3 clusters Score -177787.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -177797.640625 Penalty: 587.678711 Iteration 19Q: 3 clusters Score -177797.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -177806.140625 Penalty: 587.678711 Iteration 20F: 3 clusters Score -177806.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -177813.375000 Penalty: 587.678711 Iteration 21Q: 3 clusters Score -177813.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -177818.125000 Penalty: 587.678711 Iteration 22Q: 3 clusters Score -177818.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -177822.000000 Penalty: 587.678711 Iteration 23Q: 3 clusters Score -177822 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -177826.125000 Penalty: 587.678711 Iteration 24Q: 3 clusters Score -177826.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -177831.109375 Penalty: 587.678711 Iteration 25Q: 3 clusters Score -177831.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -177836.484375 Penalty: 587.678711 Iteration 26Q: 3 clusters Score -177836.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -177840.843750 Penalty: 587.678711 Iteration 27Q: 3 clusters Score -177840.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -177844.968750 Penalty: 587.678711 Iteration 28Q: 3 clusters Score -177845 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -177848.796875 Penalty: 587.678711 Iteration 29Q: 3 clusters Score -177848.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -177854.296875 Penalty: 587.678711 Iteration 30Q: 3 clusters Score -177854.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -177861.015625 Penalty: 587.678711 Iteration 31Q: 3 clusters Score -177861 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -177865.578125 Penalty: 587.678711 Iteration 32Q: 3 clusters Score -177865.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -177871.375000 Penalty: 587.678711 Iteration 33Q: 3 clusters Score -177871.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -177875.828125 Penalty: 587.678711 Iteration 34Q: 3 clusters Score -177875.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -177884.453125 Penalty: 587.678711 Iteration 35Q: 3 clusters Score -177884.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -177892.718750 Penalty: 587.678711 Iteration 36Q: 3 clusters Score -177892.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -177901.328125 Penalty: 587.678711 Iteration 37Q: 3 clusters Score -177901.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -177910.343750 Penalty: 587.678711 Iteration 38Q: 3 clusters Score -177910.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -177920.234375 Penalty: 587.678711 Iteration 39Q: 3 clusters Score -177920.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -177927.156250 Penalty: 587.678711 Iteration 40F: 3 clusters Score -177927.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -177935.406250 Penalty: 587.678711 Iteration 41Q: 3 clusters Score -177935.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -177942.187500 Penalty: 587.678711 Iteration 42Q: 3 clusters Score -177942.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -177946.375000 Penalty: 587.678711 Iteration 43Q: 3 clusters Score -177946.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -177948.921875 Penalty: 587.678711 Iteration 44Q: 3 clusters Score -177948.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -177953.375000 Penalty: 587.678711 Iteration 45Q: 3 clusters Score -177953.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -177958.546875 Penalty: 587.678711 Iteration 46Q: 3 clusters Score -177958.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -177963.000000 Penalty: 587.678711 Iteration 47Q: 3 clusters Score -177963 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -177967.125000 Penalty: 587.678711 Iteration 48Q: 3 clusters Score -177967.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -177971.343750 Penalty: 587.678711 Iteration 49Q: 3 clusters Score -177971.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -177975.625000 Penalty: 587.678711 Iteration 50Q: 3 clusters Score -177975.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -177979.640625 Penalty: 587.678711 Iteration 51Q: 3 clusters Score -177979.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -177983.812500 Penalty: 587.678711 Iteration 52Q: 3 clusters Score -177983.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -177988.750000 Penalty: 587.678711 Iteration 53Q: 3 clusters Score -177988.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -177996.812500 Penalty: 587.678711 Iteration 54Q: 3 clusters Score -177996.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -178002.218750 Penalty: 587.678711 Iteration 55Q: 3 clusters Score -178002.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -178010.546875 Penalty: 587.678711 Iteration 56Q: 3 clusters Score -178010.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -178022.765625 Penalty: 587.678711 Iteration 57Q: 3 clusters Score -178022.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -178033.421875 Penalty: 587.678711 Iteration 58Q: 3 clusters Score -178033.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -178045.562500 Penalty: 587.678711 Iteration 59Q: 3 clusters Score -178045.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -178057.515625 Penalty: 587.678711 Iteration 60F: 3 clusters Score -178057.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -178074.000000 Penalty: 587.678711 Iteration 61Q: 3 clusters Score -178074 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -178095.812500 Penalty: 587.678711 Iteration 62Q: 3 clusters Score -178095.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -178119.375000 Penalty: 587.678711 Iteration 63Q: 3 clusters Score -178119.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -178137.375000 Penalty: 587.678711 Iteration 64Q: 3 clusters Score -178137.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -178150.687500 Penalty: 587.678711 Iteration 65Q: 3 clusters Score -178150.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -178161.234375 Penalty: 587.678711 Iteration 66Q: 3 clusters Score -178161.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -178174.078125 Penalty: 587.678711 Iteration 67Q: 3 clusters Score -178174.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -178185.250000 Penalty: 587.678711 Iteration 68Q: 3 clusters Score -178185.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -178195.187500 Penalty: 587.678711 Iteration 69Q: 3 clusters Score -178195.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -178203.921875 Penalty: 587.678711 Iteration 70Q: 3 clusters Score -178203.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -178212.953125 Penalty: 587.678711 Iteration 71Q: 3 clusters Score -178213 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -178221.765625 Penalty: 587.678711 Iteration 72Q: 3 clusters Score -178221.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -178229.312500 Penalty: 587.678711 Iteration 73Q: 3 clusters Score -178229.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -178238.843750 Penalty: 587.678711 Iteration 74Q: 3 clusters Score -178238.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -178248.343750 Penalty: 587.678711 Iteration 75Q: 3 clusters Score -178248.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -178255.875000 Penalty: 587.678711 Iteration 76Q: 3 clusters Score -178255.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -178264.421875 Penalty: 587.678711 Iteration 77Q: 3 clusters Score -178264.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -178275.968750 Penalty: 587.678711 Iteration 78Q: 3 clusters Score -178276 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -178287.562500 Penalty: 587.678711 Iteration 79Q: 3 clusters Score -178287.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -178297.312500 Penalty: 587.678711 Iteration 80F: 3 clusters Score -178297.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -178305.937500 Penalty: 587.678711 Iteration 81Q: 3 clusters Score -178305.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -178314.843750 Penalty: 587.678711 Iteration 82Q: 3 clusters Score -178314.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -178319.906250 Penalty: 587.678711 Iteration 83Q: 3 clusters Score -178319.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -178325.812500 Penalty: 587.678711 Iteration 84Q: 3 clusters Score -178325.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -178329.125000 Penalty: 587.678711 Iteration 85Q: 3 clusters Score -178329.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -178333.203125 Penalty: 587.678711 Iteration 86Q: 3 clusters Score -178333.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -178338.718750 Penalty: 587.678711 Iteration 87Q: 3 clusters Score -178338.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -178345.046875 Penalty: 587.678711 Iteration 88Q: 3 clusters Score -178345 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -178349.921875 Penalty: 587.678711 Iteration 89Q: 3 clusters Score -178349.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -178352.015625 Penalty: 587.678711 Iteration 90Q: 3 clusters Score -178352 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -178353.812500 Penalty: 587.678711 Iteration 91Q: 3 clusters Score -178353.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -178356.937500 Penalty: 587.678711 Iteration 92Q: 3 clusters Score -178356.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -178359.093750 Penalty: 587.678711 Iteration 93Q: 3 clusters Score -178359.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -178359.921875 Penalty: 587.678711 Iteration 94Q: 3 clusters Score -178359.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -178361.640625 Penalty: 587.678711 Iteration 95Q: 3 clusters Score -178361.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -178363.953125 Penalty: 587.678711 Iteration 96Q: 3 clusters Score -178364 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -178369.562500 Penalty: 587.678711 Iteration 97Q: 3 clusters Score -178369.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -178373.968750 Penalty: 587.678711 Iteration 98Q: 3 clusters Score -178374 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -178377.000000 Penalty: 587.678711 Iteration 99Q: 3 clusters Score -178377 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -178380.359375 Penalty: 587.678711 Iteration 100F: 3 clusters Score -178380.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -178381.875000 Penalty: 587.678711 Iteration 101Q: 3 clusters Score -178381.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -178382.703125 Penalty: 587.678711 Iteration 102Q: 3 clusters Score -178382.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -178382.953125 Penalty: 587.678711 Iteration 103Q: 3 clusters Score -178383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -178383.031250 Penalty: 587.678711 Iteration 104Q: 3 clusters Score -178383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -178383.218750 Penalty: 587.678711 Iteration 105Q: 3 clusters Score -178383.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -178384.484375 Penalty: 587.678711 Iteration 106Q: 3 clusters Score -178384.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -178384.812500 Penalty: 587.678711 Iteration 107Q: 3 clusters Score -178384.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -178385.171875 Penalty: 587.678711 Iteration 108Q: 3 clusters Score -178385.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -178385.781250 Penalty: 587.678711 Iteration 109Q: 3 clusters Score -178385.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -178385.484375 Penalty: 587.678711 Iteration 110Q: 3 clusters Score -178385.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -178386.375000 Penalty: 587.678711 Iteration 111Q: 3 clusters Score -178386.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -178388.265625 Penalty: 587.678711 Iteration 112Q: 3 clusters Score -178388.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -178390.343750 Penalty: 587.678711 Iteration 113Q: 3 clusters Score -178390.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -178391.859375 Penalty: 587.678711 Iteration 114Q: 3 clusters Score -178391.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -178394.796875 Penalty: 587.678711 Iteration 115Q: 3 clusters Score -178394.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -178399.484375 Penalty: 587.678711 Iteration 116Q: 3 clusters Score -178399.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -178405.390625 Penalty: 587.678711 Iteration 117Q: 3 clusters Score -178405.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -178409.640625 Penalty: 587.678711 Iteration 118Q: 3 clusters Score -178409.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -178414.593750 Penalty: 587.678711 Iteration 119Q: 3 clusters Score -178414.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -178420.593750 Penalty: 587.678711 Iteration 120F: 3 clusters Score -178420.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -178425.250000 Penalty: 587.678711 Iteration 121Q: 3 clusters Score -178425.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -178428.562500 Penalty: 587.678711 Iteration 122Q: 3 clusters Score -178428.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -178433.781250 Penalty: 587.678711 Iteration 123Q: 3 clusters Score -178433.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -178436.546875 Penalty: 587.678711 Iteration 124Q: 3 clusters Score -178436.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -178440.250000 Penalty: 587.678711 Iteration 125Q: 3 clusters Score -178440.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -178445.312500 Penalty: 587.678711 Iteration 126Q: 3 clusters Score -178445.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -178449.265625 Penalty: 587.678711 Iteration 127Q: 3 clusters Score -178449.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -178451.453125 Penalty: 587.678711 Iteration 128Q: 3 clusters Score -178451.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -178454.515625 Penalty: 587.678711 Iteration 129Q: 3 clusters Score -178454.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -178456.171875 Penalty: 587.678711 Iteration 130Q: 3 clusters Score -178456.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -178457.484375 Penalty: 587.678711 Iteration 131Q: 3 clusters Score -178457.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -178457.625000 Penalty: 587.678711 Iteration 132Q: 3 clusters Score -178457.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -178459.875000 Penalty: 587.678711 Iteration 133Q: 3 clusters Score -178459.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -178460.984375 Penalty: 587.678711 Iteration 134Q: 3 clusters Score -178461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -178461.640625 Penalty: 587.678711 Iteration 135Q: 3 clusters Score -178461.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -178462.421875 Penalty: 587.678711 Iteration 136Q: 3 clusters Score -178462.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -178463.125000 Penalty: 587.678711 Iteration 137Q: 3 clusters Score -178463.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -178463.125000 Penalty: 587.678711 Iteration 138F: 3 clusters Score -178463.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -7446.812012 Penalty: 193.686798 Iteration 0F: 2 clusters Score -7446.812 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 181 members Entering Unmasked Estep Score: -7108.697754 Penalty: 387.373596 Iteration 0F: 3 clusters Score -7108.698 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -7190.275879 Penalty: 387.373596 Iteration 1F: 3 clusters Score -7190.276 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -7201.976074 Penalty: 387.373596 Iteration 2Q: 3 clusters Score -7201.976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -7212.002441 Penalty: 387.373596 Iteration 3Q: 3 clusters Score -7212.002 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -7224.925293 Penalty: 387.373596 Iteration 4Q: 3 clusters Score -7224.925 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -7236.847656 Penalty: 387.373596 Iteration 5Q: 3 clusters Score -7236.848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -7244.016602 Penalty: 387.373596 Iteration 6Q: 3 clusters Score -7244.017 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -7250.730469 Penalty: 387.373596 Iteration 7Q: 3 clusters Score -7250.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -7253.157715 Penalty: 387.373596 Iteration 8Q: 3 clusters Score -7253.158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -7253.344238 Penalty: 387.373596 Iteration 9Q: 3 clusters Score -7253.344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7253.507324 Penalty: 387.373596 Iteration 10Q: 3 clusters Score -7253.507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -7253.842285 Penalty: 387.373596 Iteration 11Q: 3 clusters Score -7253.842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -7256.566406 Penalty: 387.373596 Iteration 12Q: 3 clusters Score -7256.566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -7261.245605 Penalty: 387.373596 Iteration 13Q: 3 clusters Score -7261.246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7262.993164 Penalty: 387.373596 Iteration 14Q: 3 clusters Score -7262.993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7264.624023 Penalty: 387.373596 Iteration 15Q: 3 clusters Score -7264.624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7264.936035 Penalty: 387.373596 Iteration 16Q: 3 clusters Score -7264.936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7264.936035 Penalty: 387.373596 Iteration 17F: 3 clusters Score -7264.936 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Entering Unmasked Estep Score: -23415.271484 Penalty: 223.284317 Iteration 0F: 2 clusters Score -23415.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -22728.486328 Penalty: 446.568634 Iteration 0F: 3 clusters Score -22728.49 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -22918.294922 Penalty: 446.568634 Iteration 1F: 3 clusters Score -22918.29 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -22941.875000 Penalty: 446.568634 Iteration 2F: 3 clusters Score -22941.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -22963.212891 Penalty: 446.568634 Iteration 3F: 3 clusters Score -22963.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -22985.650391 Penalty: 446.568634 Iteration 4Q: 3 clusters Score -22985.65 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -23011.363281 Penalty: 446.568634 Iteration 5Q: 3 clusters Score -23011.36 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -23044.863281 Penalty: 446.568634 Iteration 6F: 3 clusters Score -23044.86 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -23078.341797 Penalty: 446.568634 Iteration 7F: 3 clusters Score -23078.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -23118.068359 Penalty: 446.568634 Iteration 8Q: 3 clusters Score -23118.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -23155.062500 Penalty: 446.568634 Iteration 9F: 3 clusters Score -23155.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -23182.990234 Penalty: 446.568634 Iteration 10Q: 3 clusters Score -23182.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -23199.529297 Penalty: 446.568634 Iteration 11Q: 3 clusters Score -23199.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -23203.298828 Penalty: 446.568634 Iteration 12Q: 3 clusters Score -23203.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -23206.796875 Penalty: 446.568634 Iteration 13Q: 3 clusters Score -23206.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -23209.089844 Penalty: 446.568634 Iteration 14Q: 3 clusters Score -23209.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -23211.156250 Penalty: 446.568634 Iteration 15Q: 3 clusters Score -23211.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -23211.714844 Penalty: 446.568634 Iteration 16Q: 3 clusters Score -23211.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -23212.265625 Penalty: 446.568634 Iteration 17Q: 3 clusters Score -23212.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -23212.492188 Penalty: 446.568634 Iteration 18Q: 3 clusters Score -23212.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -23212.492188 Penalty: 446.568634 Iteration 19F: 3 clusters Score -23212.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 35 (412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Entering Unmasked Estep Score: -9825.085938 Penalty: 198.693771 Iteration 0F: 2 clusters Score -9825.086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -9439.801758 Penalty: 397.387543 Iteration 0F: 3 clusters Score -9439.802 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9583.339844 Penalty: 397.387543 Iteration 1F: 3 clusters Score -9583.34 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9619.932617 Penalty: 397.387543 Iteration 2F: 3 clusters Score -9619.933 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9629.057617 Penalty: 397.387543 Iteration 3Q: 3 clusters Score -9629.058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -9644.192383 Penalty: 397.387543 Iteration 4Q: 3 clusters Score -9644.192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9651.117188 Penalty: 397.387543 Iteration 5Q: 3 clusters Score -9651.117 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9657.481445 Penalty: 397.387543 Iteration 6Q: 3 clusters Score -9657.481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9664.682617 Penalty: 397.387543 Iteration 7Q: 3 clusters Score -9664.683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9668.693359 Penalty: 397.387543 Iteration 8Q: 3 clusters Score -9668.693 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9672.030273 Penalty: 397.387543 Iteration 9Q: 3 clusters Score -9672.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -9674.780273 Penalty: 397.387543 Iteration 10Q: 3 clusters Score -9674.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -9678.130859 Penalty: 397.387543 Iteration 11Q: 3 clusters Score -9678.131 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9680.525391 Penalty: 397.387543 Iteration 12Q: 3 clusters Score -9680.525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9681.926758 Penalty: 397.387543 Iteration 13Q: 3 clusters Score -9681.927 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -9683.597656 Penalty: 397.387543 Iteration 14Q: 3 clusters Score -9683.598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9685.400391 Penalty: 397.387543 Iteration 15Q: 3 clusters Score -9685.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9687.551758 Penalty: 397.387543 Iteration 16Q: 3 clusters Score -9687.552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -9689.160156 Penalty: 397.387543 Iteration 17Q: 3 clusters Score -9689.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -9690.262695 Penalty: 397.387543 Iteration 18Q: 3 clusters Score -9690.263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9690.836914 Penalty: 397.387543 Iteration 19Q: 3 clusters Score -9690.837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -9691.542969 Penalty: 397.387543 Iteration 20F: 3 clusters Score -9691.543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9692.793945 Penalty: 397.387543 Iteration 21Q: 3 clusters Score -9692.794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9692.793945 Penalty: 397.387543 Iteration 22F: 3 clusters Score -9692.794 nChanged 0 Entering ConstructFrom: Trying to split cluster 36 (817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Entering Unmasked Estep Score: -22148.720703 Penalty: 221.286087 Iteration 0F: 2 clusters Score -22148.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -21539.521484 Penalty: 442.572174 Iteration 0F: 3 clusters Score -21539.52 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -21741.160156 Penalty: 442.572174 Iteration 1F: 3 clusters Score -21741.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -21787.617188 Penalty: 442.572174 Iteration 2F: 3 clusters Score -21787.62 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -21827.814453 Penalty: 442.572174 Iteration 3F: 3 clusters Score -21827.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -21844.025391 Penalty: 442.572174 Iteration 4Q: 3 clusters Score -21844.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -21865.583984 Penalty: 442.572174 Iteration 5Q: 3 clusters Score -21865.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -21883.777344 Penalty: 442.572174 Iteration 6Q: 3 clusters Score -21883.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -21899.285156 Penalty: 442.572174 Iteration 7Q: 3 clusters Score -21899.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21921.339844 Penalty: 442.572174 Iteration 8Q: 3 clusters Score -21921.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -21930.220703 Penalty: 442.572174 Iteration 9Q: 3 clusters Score -21930.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -21937.166016 Penalty: 442.572174 Iteration 10Q: 3 clusters Score -21937.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -21939.986328 Penalty: 442.572174 Iteration 11Q: 3 clusters Score -21939.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -21943.199219 Penalty: 442.572174 Iteration 12Q: 3 clusters Score -21943.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -21945.416016 Penalty: 442.572174 Iteration 13Q: 3 clusters Score -21945.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -21948.902344 Penalty: 442.572174 Iteration 14Q: 3 clusters Score -21948.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -21951.562500 Penalty: 442.572174 Iteration 15Q: 3 clusters Score -21951.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -21957.324219 Penalty: 442.572174 Iteration 16Q: 3 clusters Score -21957.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -21960.166016 Penalty: 442.572174 Iteration 17Q: 3 clusters Score -21960.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -21960.796875 Penalty: 442.572174 Iteration 18Q: 3 clusters Score -21960.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -21960.796875 Penalty: 442.572174 Iteration 19F: 3 clusters Score -21960.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 37 (3900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Entering Unmasked Estep Score: -89086.460938 Penalty: 272.868164 Iteration 0F: 2 clusters Score -89086.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -86407.578125 Penalty: 545.736328 Iteration 0F: 3 clusters Score -86407.58 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -87465.859375 Penalty: 545.736328 Iteration 1F: 3 clusters Score -87465.86 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -87556.453125 Penalty: 545.736328 Iteration 2F: 3 clusters Score -87556.45 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -87635.031250 Penalty: 545.736328 Iteration 3F: 3 clusters Score -87635.03 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -87722.875000 Penalty: 545.736328 Iteration 4Q: 3 clusters Score -87722.88 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -87820.085938 Penalty: 545.736328 Iteration 5Q: 3 clusters Score -87820.09 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -87948.328125 Penalty: 545.736328 Iteration 6Q: 3 clusters Score -87948.33 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -88100.648438 Penalty: 545.736328 Iteration 7Q: 3 clusters Score -88100.65 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -88280.476562 Penalty: 545.736328 Iteration 8F: 3 clusters Score -88280.48 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -88459.414062 Penalty: 545.736328 Iteration 9Q: 3 clusters Score -88459.41 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -88578.421875 Penalty: 545.736328 Iteration 10Q: 3 clusters Score -88578.42 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -88642.703125 Penalty: 545.736328 Iteration 11Q: 3 clusters Score -88642.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -88688.117188 Penalty: 545.736328 Iteration 12Q: 3 clusters Score -88688.12 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -88723.968750 Penalty: 545.736328 Iteration 13Q: 3 clusters Score -88723.97 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -88752.789062 Penalty: 545.736328 Iteration 14Q: 3 clusters Score -88752.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -88771.835938 Penalty: 545.736328 Iteration 15Q: 3 clusters Score -88771.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -88785.546875 Penalty: 545.736328 Iteration 16Q: 3 clusters Score -88785.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -88800.625000 Penalty: 545.736328 Iteration 17Q: 3 clusters Score -88800.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -88810.070312 Penalty: 545.736328 Iteration 18Q: 3 clusters Score -88810.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -88816.570312 Penalty: 545.736328 Iteration 19Q: 3 clusters Score -88816.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -88821.718750 Penalty: 545.736328 Iteration 20F: 3 clusters Score -88821.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -88825.703125 Penalty: 545.736328 Iteration 21Q: 3 clusters Score -88825.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -88832.585938 Penalty: 545.736328 Iteration 22Q: 3 clusters Score -88832.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -88837.781250 Penalty: 545.736328 Iteration 23Q: 3 clusters Score -88837.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -88840.703125 Penalty: 545.736328 Iteration 24Q: 3 clusters Score -88840.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -88842.835938 Penalty: 545.736328 Iteration 25Q: 3 clusters Score -88842.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -88845.234375 Penalty: 545.736328 Iteration 26Q: 3 clusters Score -88845.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -88847.023438 Penalty: 545.736328 Iteration 27Q: 3 clusters Score -88847.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -88849.882812 Penalty: 545.736328 Iteration 28Q: 3 clusters Score -88849.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -88850.789062 Penalty: 545.736328 Iteration 29Q: 3 clusters Score -88850.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -88850.789062 Penalty: 545.736328 Iteration 30F: 3 clusters Score -88850.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 38 (4765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Entering Unmasked Estep Score: -117003.859375 Penalty: 279.478760 Iteration 0F: 2 clusters Score -117003.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -113856.468750 Penalty: 558.957520 Iteration 0F: 3 clusters Score -113856.5 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -115168.710938 Penalty: 558.957520 Iteration 1F: 3 clusters Score -115168.7 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -115412.984375 Penalty: 558.957520 Iteration 2F: 3 clusters Score -115413 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -115673.562500 Penalty: 558.957520 Iteration 3F: 3 clusters Score -115673.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -115933.218750 Penalty: 558.957520 Iteration 4F: 3 clusters Score -115933.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -116195.718750 Penalty: 558.957520 Iteration 5F: 3 clusters Score -116195.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -116422.406250 Penalty: 558.957520 Iteration 6Q: 3 clusters Score -116422.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -116542.531250 Penalty: 558.957520 Iteration 7Q: 3 clusters Score -116542.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -116613.921875 Penalty: 558.957520 Iteration 8Q: 3 clusters Score -116613.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -116670.632812 Penalty: 558.957520 Iteration 9Q: 3 clusters Score -116670.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -116705.843750 Penalty: 558.957520 Iteration 10Q: 3 clusters Score -116705.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -116722.320312 Penalty: 558.957520 Iteration 11Q: 3 clusters Score -116722.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -116732.156250 Penalty: 558.957520 Iteration 12Q: 3 clusters Score -116732.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -116740.601562 Penalty: 558.957520 Iteration 13Q: 3 clusters Score -116740.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -116746.195312 Penalty: 558.957520 Iteration 14Q: 3 clusters Score -116746.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -116751.226562 Penalty: 558.957520 Iteration 15Q: 3 clusters Score -116751.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -116758.523438 Penalty: 558.957520 Iteration 16Q: 3 clusters Score -116758.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -116769.914062 Penalty: 558.957520 Iteration 17Q: 3 clusters Score -116769.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -116776.796875 Penalty: 558.957520 Iteration 18Q: 3 clusters Score -116776.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -116780.625000 Penalty: 558.957520 Iteration 19Q: 3 clusters Score -116780.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -116783.320312 Penalty: 558.957520 Iteration 20F: 3 clusters Score -116783.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -116783.898438 Penalty: 558.957520 Iteration 21Q: 3 clusters Score -116783.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -116784.109375 Penalty: 558.957520 Iteration 22Q: 3 clusters Score -116784.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -116785.250000 Penalty: 558.957520 Iteration 23Q: 3 clusters Score -116785.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -116785.484375 Penalty: 558.957520 Iteration 24Q: 3 clusters Score -116785.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -116785.484375 Penalty: 558.957520 Iteration 25F: 3 clusters Score -116785.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 39 (134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Entering Unmasked Estep Score: -2606.666748 Penalty: 161.628723 Iteration 0F: 2 clusters Score -2606.667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -2413.180420 Penalty: 323.257446 Iteration 0F: 3 clusters Score -2413.18 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -2448.632812 Penalty: 323.257446 Iteration 1F: 3 clusters Score -2448.633 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -2465.054688 Penalty: 323.257446 Iteration 2F: 3 clusters Score -2465.055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -2470.204590 Penalty: 323.257446 Iteration 3Q: 3 clusters Score -2470.205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -2477.662354 Penalty: 323.257446 Iteration 4Q: 3 clusters Score -2477.662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -2479.937012 Penalty: 323.257446 Iteration 5Q: 3 clusters Score -2479.937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -2482.625244 Penalty: 323.257446 Iteration 6Q: 3 clusters Score -2482.625 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -2482.625244 Penalty: 323.257446 Iteration 7F: 3 clusters Score -2482.625 nChanged 0 Entering ConstructFrom: Trying to split cluster 40 (679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Entering Unmasked Estep Score: -17337.275391 Penalty: 215.180496 Iteration 0F: 2 clusters Score -17337.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -16794.578125 Penalty: 430.360992 Iteration 0F: 3 clusters Score -16794.58 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -16976.888672 Penalty: 430.360992 Iteration 1F: 3 clusters Score -16976.89 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -17018.240234 Penalty: 430.360992 Iteration 2F: 3 clusters Score -17018.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -17044.070312 Penalty: 430.360992 Iteration 3Q: 3 clusters Score -17044.07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -17063.544922 Penalty: 430.360992 Iteration 4Q: 3 clusters Score -17063.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -17082.511719 Penalty: 430.360992 Iteration 5Q: 3 clusters Score -17082.51 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -17106.107422 Penalty: 430.360992 Iteration 6Q: 3 clusters Score -17106.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -17128.113281 Penalty: 430.360992 Iteration 7Q: 3 clusters Score -17128.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -17145.535156 Penalty: 430.360992 Iteration 8Q: 3 clusters Score -17145.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -17154.689453 Penalty: 430.360992 Iteration 9Q: 3 clusters Score -17154.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -17163.001953 Penalty: 430.360992 Iteration 10Q: 3 clusters Score -17163 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -17171.261719 Penalty: 430.360992 Iteration 11Q: 3 clusters Score -17171.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -17177.496094 Penalty: 430.360992 Iteration 12Q: 3 clusters Score -17177.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -17185.572266 Penalty: 430.360992 Iteration 13Q: 3 clusters Score -17185.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -17191.138672 Penalty: 430.360992 Iteration 14Q: 3 clusters Score -17191.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -17194.935547 Penalty: 430.360992 Iteration 15Q: 3 clusters Score -17194.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -17200.048828 Penalty: 430.360992 Iteration 16Q: 3 clusters Score -17200.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -17208.625000 Penalty: 430.360992 Iteration 17Q: 3 clusters Score -17208.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -17216.253906 Penalty: 430.360992 Iteration 18Q: 3 clusters Score -17216.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -17219.568359 Penalty: 430.360992 Iteration 19Q: 3 clusters Score -17219.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -17221.089844 Penalty: 430.360992 Iteration 20F: 3 clusters Score -17221.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -17222.218750 Penalty: 430.360992 Iteration 21Q: 3 clusters Score -17222.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -17222.218750 Penalty: 430.360992 Iteration 22F: 3 clusters Score -17222.22 nChanged 0 21->41 Clusters: Score -1240625.000000, best is -1239586.750000 THE BEST YET! Main iterations: 301 (time per=342.934643ms) Total iterations: 8042 (time per=12.835529ms) Iterations metric 2: 4017530112.000000 (time per=25.693231ns) Iterations metric 3: 40175656960.000000 (time per=2569.300304ps) That took 103.223328 seconds.