FileBase DT1_rLS_20150719_432um_150719_123324 ElecNo 7 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 93600 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 93600 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 4909 members Mstep: Class 3 contains 4828 members Mstep: Class 4 contains 4886 members Mstep: Class 5 contains 5058 members Mstep: Class 6 contains 4907 members Mstep: Class 7 contains 4964 members Mstep: Class 8 contains 4934 members Mstep: Class 9 contains 4839 members Mstep: Class 10 contains 4874 members Mstep: Class 11 contains 4973 members Mstep: Class 12 contains 5077 members Mstep: Class 13 contains 4894 members Mstep: Class 14 contains 4760 members Mstep: Class 15 contains 4964 members Mstep: Class 16 contains 4848 members Mstep: Class 17 contains 4955 members Mstep: Class 18 contains 4992 members Mstep: Class 19 contains 4890 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 120.471161 but Gain 520.828125 Score: -2176096.250000 Penalty: 9374.917969 Iteration 0F: 19 clusters Score -2176096 nChanged 87965 Entering Unmasked Mstep Mstep: Class 0 contains 462 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 3772 members Mstep: Class 3 contains 2082 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 6398 members Mstep: Class 6 contains 5908 members Mstep: Class 7 contains 9423 members Mstep: Class 8 contains 5614 members Mstep: Class 9 contains 2015 members Mstep: Class 10 contains 3370 members Mstep: Class 11 contains 2947 members Mstep: Class 12 contains 4405 members Mstep: Class 13 contains 4782 members Mstep: Class 14 contains 3595 members Mstep: Class 15 contains 17061 members Mstep: Class 16 contains 1829 members Mstep: Class 18 contains 2137 members Mstep: Class 19 contains 2042 members Entering Unmasked Estep ConsiderDeletion Score: -2442812.250000 Penalty: 9374.917969 Iteration 1F: 19 clusters Score -2442812 nChanged 33594 Entering Unmasked Mstep Mstep: Class 0 contains 353 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 3718 members Mstep: Class 3 contains 1961 members Mstep: Class 4 contains 1389 members Mstep: Class 5 contains 4658 members Mstep: Class 6 contains 6757 members Mstep: Class 7 contains 10393 members Mstep: Class 8 contains 10228 members Mstep: Class 9 contains 1725 members Mstep: Class 10 contains 3068 members Mstep: Class 11 contains 2143 members Mstep: Class 12 contains 4335 members Mstep: Class 13 contains 4222 members Mstep: Class 14 contains 5795 members Mstep: Class 15 contains 12641 members Mstep: Class 16 contains 1066 members Mstep: Class 18 contains 2320 members Mstep: Class 19 contains 1962 members Entering Unmasked Estep ConsiderDeletion Score: -2521454.750000 Penalty: 9374.917969 Iteration 2F: 19 clusters Score -2521455 nChanged 24115 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 3454 members Mstep: Class 3 contains 1969 members Mstep: Class 4 contains 1073 members Mstep: Class 5 contains 5147 members Mstep: Class 6 contains 6682 members Mstep: Class 7 contains 10692 members Mstep: Class 8 contains 13578 members Mstep: Class 9 contains 1733 members Mstep: Class 10 contains 2762 members Mstep: Class 11 contains 1440 members Mstep: Class 12 contains 3467 members Mstep: Class 13 contains 4536 members Mstep: Class 14 contains 9087 members Mstep: Class 15 contains 7851 members Mstep: Class 16 contains 638 members Mstep: Class 18 contains 2659 members Mstep: Class 19 contains 2150 members Entering Unmasked Estep ConsiderDeletion Score: -2563443.250000 Penalty: 9374.917969 Iteration 3F: 19 clusters Score -2563443 nChanged 16546 Entering Unmasked Mstep Mstep: Class 0 contains 145 members Mstep: Class 1 contains 13699 members Mstep: Class 2 contains 3290 members Mstep: Class 3 contains 1758 members Mstep: Class 4 contains 1107 members Mstep: Class 5 contains 6580 members Mstep: Class 6 contains 6344 members Mstep: Class 7 contains 11252 members Mstep: Class 8 contains 15298 members Mstep: Class 9 contains 1634 members Mstep: Class 10 contains 2414 members Mstep: Class 11 contains 998 members Mstep: Class 12 contains 2794 members Mstep: Class 13 contains 5080 members Mstep: Class 14 contains 10913 members Mstep: Class 15 contains 4866 members Mstep: Class 16 contains 409 members Mstep: Class 18 contains 2781 members Mstep: Class 19 contains 2238 members Entering Unmasked Estep ConsiderDeletion Score: -2586630.000000 Penalty: 9374.917969 Iteration 4F: 19 clusters Score -2586630 nChanged 11129 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 3367 members Mstep: Class 3 contains 1601 members Mstep: Class 4 contains 1271 members Mstep: Class 5 contains 7747 members Mstep: Class 6 contains 6131 members Mstep: Class 7 contains 11947 members Mstep: Class 8 contains 16040 members Mstep: Class 9 contains 1449 members Mstep: Class 10 contains 2173 members Mstep: Class 11 contains 839 members Mstep: Class 12 contains 2503 members Mstep: Class 13 contains 5603 members Mstep: Class 14 contains 11564 members Mstep: Class 15 contains 3154 members Mstep: Class 16 contains 347 members Mstep: Class 18 contains 2786 members Mstep: Class 19 contains 2296 members Entering Unmasked Estep ConsiderDeletion Score: -2599760.250000 Penalty: 9374.917969 Iteration 5F: 19 clusters Score -2599760 nChanged 7549 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 3601 members Mstep: Class 3 contains 1524 members Mstep: Class 4 contains 1345 members Mstep: Class 5 contains 8534 members Mstep: Class 6 contains 6146 members Mstep: Class 7 contains 12428 members Mstep: Class 8 contains 16339 members Mstep: Class 9 contains 1234 members Mstep: Class 10 contains 2079 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 2306 members Mstep: Class 13 contains 5746 members Mstep: Class 14 contains 11775 members Mstep: Class 15 contains 2480 members Mstep: Class 16 contains 365 members Mstep: Class 18 contains 2785 members Mstep: Class 19 contains 2335 members Entering Unmasked Estep ConsiderDeletion Score: -2606887.000000 Penalty: 9374.917969 Iteration 6F: 19 clusters Score -2606887 nChanged 5581 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 3950 members Mstep: Class 3 contains 1509 members Mstep: Class 4 contains 1361 members Mstep: Class 5 contains 9066 members Mstep: Class 6 contains 6240 members Mstep: Class 7 contains 12685 members Mstep: Class 8 contains 16490 members Mstep: Class 9 contains 979 members Mstep: Class 10 contains 2130 members Mstep: Class 11 contains 876 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 5605 members Mstep: Class 14 contains 11848 members Mstep: Class 15 contains 2350 members Mstep: Class 16 contains 412 members Mstep: Class 18 contains 2776 members Mstep: Class 19 contains 2385 members Entering Unmasked Estep ConsiderDeletion Score: -2610859.250000 Penalty: 9374.917969 Iteration 7F: 19 clusters Score -2610859 nChanged 4463 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 4309 members Mstep: Class 3 contains 1506 members Mstep: Class 4 contains 1349 members Mstep: Class 5 contains 9517 members Mstep: Class 6 contains 6329 members Mstep: Class 7 contains 12869 members Mstep: Class 8 contains 16577 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2262 members Mstep: Class 11 contains 906 members Mstep: Class 12 contains 2061 members Mstep: Class 13 contains 5353 members Mstep: Class 14 contains 11877 members Mstep: Class 15 contains 2264 members Mstep: Class 16 contains 458 members Mstep: Class 18 contains 2809 members Mstep: Class 19 contains 2403 members Entering Unmasked Estep ConsiderDeletion Score: -2613799.000000 Penalty: 9374.917969 Iteration 8Q: 19 clusters Score -2613799 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 4561 members Mstep: Class 3 contains 1551 members Mstep: Class 4 contains 1306 members Mstep: Class 5 contains 9896 members Mstep: Class 6 contains 6377 members Mstep: Class 7 contains 13154 members Mstep: Class 8 contains 16613 members Mstep: Class 9 contains 624 members Mstep: Class 10 contains 2429 members Mstep: Class 11 contains 929 members Mstep: Class 12 contains 1957 members Mstep: Class 13 contains 5100 members Mstep: Class 14 contains 11811 members Mstep: Class 15 contains 2195 members Mstep: Class 16 contains 491 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 2413 members Entering Unmasked Estep ConsiderDeletion Score: -2616178.750000 Penalty: 9374.917969 Iteration 9Q: 19 clusters Score -2616179 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 4742 members Mstep: Class 3 contains 1585 members Mstep: Class 4 contains 1255 members Mstep: Class 5 contains 10215 members Mstep: Class 6 contains 6419 members Mstep: Class 7 contains 13493 members Mstep: Class 8 contains 16662 members Mstep: Class 9 contains 515 members Mstep: Class 10 contains 2580 members Mstep: Class 11 contains 946 members Mstep: Class 12 contains 1870 members Mstep: Class 13 contains 4838 members Mstep: Class 14 contains 11672 members Mstep: Class 15 contains 2161 members Mstep: Class 16 contains 510 members Mstep: Class 18 contains 2886 members Mstep: Class 19 contains 2426 members Entering Unmasked Estep ConsiderDeletion Score: -2618066.250000 Penalty: 9374.917969 Iteration 10Q: 19 clusters Score -2618066 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 4896 members Mstep: Class 3 contains 1626 members Mstep: Class 4 contains 1208 members Mstep: Class 5 contains 10461 members Mstep: Class 6 contains 6409 members Mstep: Class 7 contains 13875 members Mstep: Class 8 contains 16691 members Mstep: Class 9 contains 443 members Mstep: Class 10 contains 2706 members Mstep: Class 11 contains 970 members Mstep: Class 12 contains 1781 members Mstep: Class 13 contains 4611 members Mstep: Class 14 contains 11485 members Mstep: Class 15 contains 2149 members Mstep: Class 16 contains 517 members Mstep: Class 18 contains 2924 members Mstep: Class 19 contains 2446 members Entering Unmasked Estep ConsiderDeletion Score: -2619568.750000 Penalty: 9374.917969 Iteration 11Q: 19 clusters Score -2619569 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 5007 members Mstep: Class 3 contains 1672 members Mstep: Class 4 contains 1158 members Mstep: Class 5 contains 10687 members Mstep: Class 6 contains 6375 members Mstep: Class 7 contains 14294 members Mstep: Class 8 contains 16715 members Mstep: Class 9 contains 400 members Mstep: Class 10 contains 2808 members Mstep: Class 11 contains 996 members Mstep: Class 12 contains 1679 members Mstep: Class 13 contains 4418 members Mstep: Class 14 contains 11244 members Mstep: Class 15 contains 2153 members Mstep: Class 16 contains 524 members Mstep: Class 18 contains 2960 members Mstep: Class 19 contains 2451 members Entering Unmasked Estep ConsiderDeletion Score: -2621081.500000 Penalty: 9374.917969 Iteration 12Q: 19 clusters Score -2621082 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 5083 members Mstep: Class 3 contains 1701 members Mstep: Class 4 contains 1119 members Mstep: Class 5 contains 10887 members Mstep: Class 6 contains 6306 members Mstep: Class 7 contains 14854 members Mstep: Class 8 contains 16723 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 2867 members Mstep: Class 11 contains 1028 members Mstep: Class 12 contains 1579 members Mstep: Class 13 contains 4273 members Mstep: Class 14 contains 10916 members Mstep: Class 15 contains 2148 members Mstep: Class 16 contains 535 members Mstep: Class 18 contains 3000 members Mstep: Class 19 contains 2450 members Entering Unmasked Estep ConsiderDeletion Score: -2622983.500000 Penalty: 9374.917969 Iteration 13Q: 19 clusters Score -2622984 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 5076 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 1071 members Mstep: Class 5 contains 11044 members Mstep: Class 6 contains 6222 members Mstep: Class 7 contains 15434 members Mstep: Class 8 contains 16710 members Mstep: Class 9 contains 362 members Mstep: Class 10 contains 2910 members Mstep: Class 11 contains 1073 members Mstep: Class 12 contains 1477 members Mstep: Class 13 contains 4156 members Mstep: Class 14 contains 10639 members Mstep: Class 15 contains 2137 members Mstep: Class 16 contains 537 members Mstep: Class 18 contains 3012 members Mstep: Class 19 contains 2456 members Entering Unmasked Estep ConsiderDeletion Score: -2625009.250000 Penalty: 9374.917969 Iteration 14Q: 19 clusters Score -2625009 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 4963 members Mstep: Class 3 contains 1752 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 11150 members Mstep: Class 6 contains 6120 members Mstep: Class 7 contains 15938 members Mstep: Class 8 contains 16705 members Mstep: Class 9 contains 355 members Mstep: Class 10 contains 2929 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 1399 members Mstep: Class 13 contains 4051 members Mstep: Class 14 contains 10569 members Mstep: Class 15 contains 2092 members Mstep: Class 16 contains 534 members Mstep: Class 18 contains 3001 members Mstep: Class 19 contains 2453 members Entering Unmasked Estep ConsiderDeletion Score: -2626036.500000 Penalty: 9374.917969 Iteration 15Q: 19 clusters Score -2626036 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 4819 members Mstep: Class 3 contains 1776 members Mstep: Class 4 contains 1023 members Mstep: Class 5 contains 11260 members Mstep: Class 6 contains 5963 members Mstep: Class 7 contains 16346 members Mstep: Class 8 contains 16700 members Mstep: Class 9 contains 347 members Mstep: Class 10 contains 2952 members Mstep: Class 11 contains 1184 members Mstep: Class 12 contains 1347 members Mstep: Class 13 contains 3974 members Mstep: Class 14 contains 10542 members Mstep: Class 15 contains 2065 members Mstep: Class 16 contains 531 members Mstep: Class 18 contains 3004 members Mstep: Class 19 contains 2455 members Entering Unmasked Estep ConsiderDeletion Score: -2626681.500000 Penalty: 9374.917969 Iteration 16Q: 19 clusters Score -2626682 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 1799 members Mstep: Class 4 contains 994 members Mstep: Class 5 contains 11355 members Mstep: Class 6 contains 5785 members Mstep: Class 7 contains 16642 members Mstep: Class 8 contains 16682 members Mstep: Class 9 contains 336 members Mstep: Class 10 contains 2969 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 3926 members Mstep: Class 14 contains 10561 members Mstep: Class 15 contains 2046 members Mstep: Class 16 contains 533 members Mstep: Class 18 contains 3024 members Mstep: Class 19 contains 2458 members Entering Unmasked Estep ConsiderDeletion Score: -2627219.000000 Penalty: 9374.917969 Iteration 17Q: 19 clusters Score -2627219 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 4583 members Mstep: Class 3 contains 1817 members Mstep: Class 4 contains 976 members Mstep: Class 5 contains 11438 members Mstep: Class 6 contains 5565 members Mstep: Class 7 contains 16838 members Mstep: Class 8 contains 16667 members Mstep: Class 9 contains 330 members Mstep: Class 10 contains 2982 members Mstep: Class 11 contains 1255 members Mstep: Class 12 contains 1384 members Mstep: Class 13 contains 3882 members Mstep: Class 14 contains 10596 members Mstep: Class 15 contains 2044 members Mstep: Class 16 contains 536 members Mstep: Class 18 contains 3067 members Mstep: Class 19 contains 2460 members Entering Unmasked Estep ConsiderDeletion Score: -2627711.500000 Penalty: 9374.917969 Iteration 18Q: 19 clusters Score -2627712 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 4493 members Mstep: Class 3 contains 1841 members Mstep: Class 4 contains 965 members Mstep: Class 5 contains 11522 members Mstep: Class 6 contains 5294 members Mstep: Class 7 contains 16998 members Mstep: Class 8 contains 16654 members Mstep: Class 9 contains 328 members Mstep: Class 10 contains 2990 members Mstep: Class 11 contains 1278 members Mstep: Class 12 contains 1422 members Mstep: Class 13 contains 3842 members Mstep: Class 14 contains 10615 members Mstep: Class 15 contains 2037 members Mstep: Class 16 contains 532 members Mstep: Class 18 contains 3115 members Mstep: Class 19 contains 2471 members Entering Unmasked Estep ConsiderDeletion Score: -2628194.750000 Penalty: 9374.917969 Iteration 19Q: 19 clusters Score -2628195 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 4426 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 960 members Mstep: Class 5 contains 11595 members Mstep: Class 6 contains 4997 members Mstep: Class 7 contains 17135 members Mstep: Class 8 contains 16634 members Mstep: Class 9 contains 328 members Mstep: Class 10 contains 2999 members Mstep: Class 11 contains 1309 members Mstep: Class 12 contains 1455 members Mstep: Class 13 contains 3819 members Mstep: Class 14 contains 10638 members Mstep: Class 15 contains 2032 members Mstep: Class 16 contains 530 members Mstep: Class 18 contains 3145 members Mstep: Class 19 contains 2484 members Entering Unmasked Estep ConsiderDeletion Score: -2629016.000000 Penalty: 9374.917969 Iteration 20F: 19 clusters Score -2629016 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 4282 members Mstep: Class 3 contains 1863 members Mstep: Class 4 contains 944 members Mstep: Class 5 contains 11665 members Mstep: Class 6 contains 4703 members Mstep: Class 7 contains 17330 members Mstep: Class 8 contains 16622 members Mstep: Class 9 contains 338 members Mstep: Class 10 contains 3025 members Mstep: Class 11 contains 1353 members Mstep: Class 12 contains 1531 members Mstep: Class 13 contains 3795 members Mstep: Class 14 contains 10648 members Mstep: Class 15 contains 2016 members Mstep: Class 16 contains 531 members Mstep: Class 18 contains 3174 members Mstep: Class 19 contains 2502 members Entering Unmasked Estep ConsiderDeletion Score: -2629933.750000 Penalty: 9374.917969 Iteration 21Q: 19 clusters Score -2629934 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 4156 members Mstep: Class 3 contains 1874 members Mstep: Class 4 contains 922 members Mstep: Class 5 contains 11755 members Mstep: Class 6 contains 4432 members Mstep: Class 7 contains 17513 members Mstep: Class 8 contains 16617 members Mstep: Class 9 contains 341 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 1386 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 3777 members Mstep: Class 14 contains 10646 members Mstep: Class 15 contains 1996 members Mstep: Class 16 contains 535 members Mstep: Class 18 contains 3216 members Mstep: Class 19 contains 2530 members Entering Unmasked Estep ConsiderDeletion Score: -2630900.750000 Penalty: 9374.917969 Iteration 22Q: 19 clusters Score -2630901 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 4066 members Mstep: Class 3 contains 1883 members Mstep: Class 4 contains 905 members Mstep: Class 5 contains 11872 members Mstep: Class 6 contains 4263 members Mstep: Class 7 contains 17671 members Mstep: Class 8 contains 16609 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 3090 members Mstep: Class 11 contains 1435 members Mstep: Class 12 contains 1754 members Mstep: Class 13 contains 3767 members Mstep: Class 14 contains 10606 members Mstep: Class 15 contains 1976 members Mstep: Class 16 contains 537 members Mstep: Class 18 contains 3265 members Mstep: Class 19 contains 2564 members Entering Unmasked Estep ConsiderDeletion Score: -2631929.500000 Penalty: 9374.917969 Iteration 23Q: 19 clusters Score -2631930 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 4054 members Mstep: Class 3 contains 1891 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 11969 members Mstep: Class 6 contains 4172 members Mstep: Class 7 contains 17800 members Mstep: Class 8 contains 16577 members Mstep: Class 9 contains 345 members Mstep: Class 10 contains 3107 members Mstep: Class 11 contains 1478 members Mstep: Class 12 contains 1878 members Mstep: Class 13 contains 3759 members Mstep: Class 14 contains 10516 members Mstep: Class 15 contains 1951 members Mstep: Class 16 contains 539 members Mstep: Class 18 contains 3344 members Mstep: Class 19 contains 2603 members Entering Unmasked Estep ConsiderDeletion Score: -2632818.250000 Penalty: 9374.917969 Iteration 24Q: 19 clusters Score -2632818 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 4052 members Mstep: Class 3 contains 1927 members Mstep: Class 4 contains 886 members Mstep: Class 5 contains 12049 members Mstep: Class 6 contains 4114 members Mstep: Class 7 contains 17898 members Mstep: Class 8 contains 16522 members Mstep: Class 9 contains 348 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 1529 members Mstep: Class 12 contains 1980 members Mstep: Class 13 contains 3752 members Mstep: Class 14 contains 10391 members Mstep: Class 15 contains 1935 members Mstep: Class 16 contains 541 members Mstep: Class 18 contains 3454 members Mstep: Class 19 contains 2641 members Entering Unmasked Estep ConsiderDeletion Score: -2633554.250000 Penalty: 9374.917969 Iteration 25Q: 19 clusters Score -2633554 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 4042 members Mstep: Class 3 contains 1952 members Mstep: Class 4 contains 874 members Mstep: Class 5 contains 12106 members Mstep: Class 6 contains 4046 members Mstep: Class 7 contains 17974 members Mstep: Class 8 contains 16467 members Mstep: Class 9 contains 346 members Mstep: Class 10 contains 3131 members Mstep: Class 11 contains 1591 members Mstep: Class 12 contains 2057 members Mstep: Class 13 contains 3754 members Mstep: Class 14 contains 10293 members Mstep: Class 15 contains 1921 members Mstep: Class 16 contains 547 members Mstep: Class 18 contains 3559 members Mstep: Class 19 contains 2694 members Entering Unmasked Estep ConsiderDeletion Score: -2634099.250000 Penalty: 9374.917969 Iteration 26Q: 19 clusters Score -2634099 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 4017 members Mstep: Class 3 contains 1999 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 12113 members Mstep: Class 6 contains 3984 members Mstep: Class 7 contains 18046 members Mstep: Class 8 contains 16389 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 3161 members Mstep: Class 11 contains 1650 members Mstep: Class 12 contains 2120 members Mstep: Class 13 contains 3749 members Mstep: Class 14 contains 10217 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 551 members Mstep: Class 18 contains 3651 members Mstep: Class 19 contains 2752 members Entering Unmasked Estep ConsiderDeletion Score: -2634430.500000 Penalty: 9374.917969 Iteration 27Q: 19 clusters Score -2634430 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 3997 members Mstep: Class 3 contains 2041 members Mstep: Class 4 contains 857 members Mstep: Class 5 contains 12110 members Mstep: Class 6 contains 3929 members Mstep: Class 7 contains 18087 members Mstep: Class 8 contains 16312 members Mstep: Class 9 contains 339 members Mstep: Class 10 contains 3184 members Mstep: Class 11 contains 1710 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 3745 members Mstep: Class 14 contains 10163 members Mstep: Class 15 contains 1889 members Mstep: Class 16 contains 552 members Mstep: Class 18 contains 3701 members Mstep: Class 19 contains 2811 members Entering Unmasked Estep ConsiderDeletion Score: -2634676.000000 Penalty: 9374.917969 Iteration 28Q: 19 clusters Score -2634676 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 3990 members Mstep: Class 3 contains 2093 members Mstep: Class 4 contains 855 members Mstep: Class 5 contains 12099 members Mstep: Class 6 contains 3857 members Mstep: Class 7 contains 18128 members Mstep: Class 8 contains 16227 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 3191 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 2209 members Mstep: Class 13 contains 3734 members Mstep: Class 14 contains 10113 members Mstep: Class 15 contains 1871 members Mstep: Class 16 contains 547 members Mstep: Class 18 contains 3749 members Mstep: Class 19 contains 2880 members Entering Unmasked Estep ConsiderDeletion Score: -2634954.000000 Penalty: 9374.917969 Iteration 29Q: 19 clusters Score -2634954 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 3974 members Mstep: Class 3 contains 2121 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 12078 members Mstep: Class 6 contains 3724 members Mstep: Class 7 contains 18157 members Mstep: Class 8 contains 16152 members Mstep: Class 9 contains 337 members Mstep: Class 10 contains 3200 members Mstep: Class 11 contains 1792 members Mstep: Class 12 contains 2242 members Mstep: Class 13 contains 3732 members Mstep: Class 14 contains 10092 members Mstep: Class 15 contains 1851 members Mstep: Class 16 contains 543 members Mstep: Class 18 contains 3776 members Mstep: Class 19 contains 2973 members Entering Unmasked Estep ConsiderDeletion Score: -2635506.000000 Penalty: 9374.917969 Iteration 30Q: 19 clusters Score -2635506 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 3955 members Mstep: Class 3 contains 2152 members Mstep: Class 4 contains 856 members Mstep: Class 5 contains 12050 members Mstep: Class 6 contains 3598 members Mstep: Class 7 contains 18178 members Mstep: Class 8 contains 16089 members Mstep: Class 9 contains 334 members Mstep: Class 10 contains 3220 members Mstep: Class 11 contains 1820 members Mstep: Class 12 contains 2265 members Mstep: Class 13 contains 3731 members Mstep: Class 14 contains 10078 members Mstep: Class 15 contains 1829 members Mstep: Class 16 contains 545 members Mstep: Class 18 contains 3783 members Mstep: Class 19 contains 3051 members Entering Unmasked Estep ConsiderDeletion Score: -2636433.750000 Penalty: 9374.917969 Iteration 31Q: 19 clusters Score -2636434 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 3936 members Mstep: Class 3 contains 2169 members Mstep: Class 4 contains 851 members Mstep: Class 5 contains 12032 members Mstep: Class 6 contains 3530 members Mstep: Class 7 contains 18208 members Mstep: Class 8 contains 16047 members Mstep: Class 9 contains 332 members Mstep: Class 10 contains 3225 members Mstep: Class 11 contains 1867 members Mstep: Class 12 contains 2276 members Mstep: Class 13 contains 3729 members Mstep: Class 14 contains 10066 members Mstep: Class 15 contains 1803 members Mstep: Class 16 contains 545 members Mstep: Class 18 contains 3767 members Mstep: Class 19 contains 3128 members Entering Unmasked Estep ConsiderDeletion Score: -2637095.250000 Penalty: 9374.917969 Iteration 32Q: 19 clusters Score -2637095 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 3921 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 843 members Mstep: Class 5 contains 12007 members Mstep: Class 6 contains 3547 members Mstep: Class 7 contains 18231 members Mstep: Class 8 contains 15998 members Mstep: Class 9 contains 332 members Mstep: Class 10 contains 3220 members Mstep: Class 11 contains 1918 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3718 members Mstep: Class 14 contains 10061 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 547 members Mstep: Class 18 contains 3737 members Mstep: Class 19 contains 3195 members Entering Unmasked Estep ConsiderDeletion Score: -2637302.500000 Penalty: 9374.917969 Iteration 33Q: 19 clusters Score -2637302 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 3909 members Mstep: Class 3 contains 2179 members Mstep: Class 4 contains 839 members Mstep: Class 5 contains 11971 members Mstep: Class 6 contains 3596 members Mstep: Class 7 contains 18257 members Mstep: Class 8 contains 15942 members Mstep: Class 9 contains 330 members Mstep: Class 10 contains 3229 members Mstep: Class 11 contains 1964 members Mstep: Class 12 contains 2279 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 10055 members Mstep: Class 15 contains 1766 members Mstep: Class 16 contains 548 members Mstep: Class 18 contains 3696 members Mstep: Class 19 contains 3267 members Entering Unmasked Estep ConsiderDeletion Score: -2637465.750000 Penalty: 9374.917969 Iteration 34Q: 19 clusters Score -2637466 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 3893 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 832 members Mstep: Class 5 contains 11920 members Mstep: Class 6 contains 3663 members Mstep: Class 7 contains 18286 members Mstep: Class 8 contains 15877 members Mstep: Class 9 contains 330 members Mstep: Class 10 contains 3234 members Mstep: Class 11 contains 2026 members Mstep: Class 12 contains 2280 members Mstep: Class 13 contains 3697 members Mstep: Class 14 contains 10048 members Mstep: Class 15 contains 1751 members Mstep: Class 16 contains 544 members Mstep: Class 18 contains 3646 members Mstep: Class 19 contains 3357 members Entering Unmasked Estep ConsiderDeletion Score: -2637643.750000 Penalty: 9374.917969 Iteration 35Q: 19 clusters Score -2637644 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 3869 members Mstep: Class 3 contains 2132 members Mstep: Class 4 contains 831 members Mstep: Class 5 contains 11866 members Mstep: Class 6 contains 3750 members Mstep: Class 7 contains 18316 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 328 members Mstep: Class 10 contains 3231 members Mstep: Class 11 contains 2084 members Mstep: Class 12 contains 2281 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 10047 members Mstep: Class 15 contains 1745 members Mstep: Class 16 contains 549 members Mstep: Class 18 contains 3566 members Mstep: Class 19 contains 3437 members Entering Unmasked Estep ConsiderDeletion Score: -2637838.000000 Penalty: 9374.917969 Iteration 36Q: 19 clusters Score -2637838 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 3835 members Mstep: Class 3 contains 2068 members Mstep: Class 4 contains 827 members Mstep: Class 5 contains 11815 members Mstep: Class 6 contains 3814 members Mstep: Class 7 contains 18346 members Mstep: Class 8 contains 15842 members Mstep: Class 9 contains 326 members Mstep: Class 10 contains 3226 members Mstep: Class 11 contains 2152 members Mstep: Class 12 contains 2276 members Mstep: Class 13 contains 3674 members Mstep: Class 14 contains 10053 members Mstep: Class 15 contains 1738 members Mstep: Class 16 contains 550 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 3535 members Entering Unmasked Estep ConsiderDeletion Score: -2638026.750000 Penalty: 9374.917969 Iteration 37Q: 19 clusters Score -2638027 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 3790 members Mstep: Class 3 contains 2011 members Mstep: Class 4 contains 826 members Mstep: Class 5 contains 11720 members Mstep: Class 6 contains 3872 members Mstep: Class 7 contains 18372 members Mstep: Class 8 contains 15850 members Mstep: Class 9 contains 326 members Mstep: Class 10 contains 3223 members Mstep: Class 11 contains 2225 members Mstep: Class 12 contains 2272 members Mstep: Class 13 contains 3665 members Mstep: Class 14 contains 10066 members Mstep: Class 15 contains 1731 members Mstep: Class 16 contains 545 members Mstep: Class 18 contains 3461 members Mstep: Class 19 contains 3637 members Entering Unmasked Estep ConsiderDeletion Score: -2638184.750000 Penalty: 9374.917969 Iteration 38Q: 19 clusters Score -2638185 nChanged 504 Entering ConstructFrom: Score: -2638184.750000 Penalty: 9374.917969 Entering ConstructFrom: Trying to split cluster 1 (5984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Entering Unmasked Estep Score: -189701.968750 Penalty: 395.706421 Iteration 0F: 2 clusters Score -189702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -185662.234375 Penalty: 791.412842 Iteration 0F: 3 clusters Score -185662.2 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -187347.312500 Penalty: 791.412842 Iteration 1F: 3 clusters Score -187347.3 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -187642.046875 Penalty: 791.412842 Iteration 2F: 3 clusters Score -187642 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -187982.140625 Penalty: 791.412842 Iteration 3F: 3 clusters Score -187982.1 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -188353.125000 Penalty: 791.412842 Iteration 4F: 3 clusters Score -188353.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -188633.078125 Penalty: 791.412842 Iteration 5F: 3 clusters Score -188633.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -188838.734375 Penalty: 791.412842 Iteration 6Q: 3 clusters Score -188838.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -188962.375000 Penalty: 791.412842 Iteration 7Q: 3 clusters Score -188962.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -189053.328125 Penalty: 791.412842 Iteration 8Q: 3 clusters Score -189053.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -189134.281250 Penalty: 791.412842 Iteration 9Q: 3 clusters Score -189134.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -189223.421875 Penalty: 791.412842 Iteration 10Q: 3 clusters Score -189223.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -189297.593750 Penalty: 791.412842 Iteration 11Q: 3 clusters Score -189297.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -189365.812500 Penalty: 791.412842 Iteration 12Q: 3 clusters Score -189365.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -189413.828125 Penalty: 791.412842 Iteration 13Q: 3 clusters Score -189413.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -189449.171875 Penalty: 791.412842 Iteration 14Q: 3 clusters Score -189449.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -189468.843750 Penalty: 791.412842 Iteration 15Q: 3 clusters Score -189468.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -189490.140625 Penalty: 791.412842 Iteration 16Q: 3 clusters Score -189490.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -189518.281250 Penalty: 791.412842 Iteration 17Q: 3 clusters Score -189518.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -189536.687500 Penalty: 791.412842 Iteration 18Q: 3 clusters Score -189536.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -189547.843750 Penalty: 791.412842 Iteration 19Q: 3 clusters Score -189547.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -189557.421875 Penalty: 791.412842 Iteration 20F: 3 clusters Score -189557.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -189565.765625 Penalty: 791.412842 Iteration 21Q: 3 clusters Score -189565.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -189575.796875 Penalty: 791.412842 Iteration 22Q: 3 clusters Score -189575.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -189590.953125 Penalty: 791.412842 Iteration 23Q: 3 clusters Score -189591 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -189609.281250 Penalty: 791.412842 Iteration 24Q: 3 clusters Score -189609.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -189629.343750 Penalty: 791.412842 Iteration 25Q: 3 clusters Score -189629.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -189649.078125 Penalty: 791.412842 Iteration 26Q: 3 clusters Score -189649.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -189661.234375 Penalty: 791.412842 Iteration 27Q: 3 clusters Score -189661.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -189676.593750 Penalty: 791.412842 Iteration 28Q: 3 clusters Score -189676.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -189697.390625 Penalty: 791.412842 Iteration 29Q: 3 clusters Score -189697.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -189713.750000 Penalty: 791.412842 Iteration 30Q: 3 clusters Score -189713.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -189740.750000 Penalty: 791.412842 Iteration 31Q: 3 clusters Score -189740.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -189763.531250 Penalty: 791.412842 Iteration 32Q: 3 clusters Score -189763.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -189787.156250 Penalty: 791.412842 Iteration 33Q: 3 clusters Score -189787.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -189806.140625 Penalty: 791.412842 Iteration 34Q: 3 clusters Score -189806.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -189820.156250 Penalty: 791.412842 Iteration 35Q: 3 clusters Score -189820.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -189831.437500 Penalty: 791.412842 Iteration 36Q: 3 clusters Score -189831.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -189843.921875 Penalty: 791.412842 Iteration 37Q: 3 clusters Score -189843.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -189855.765625 Penalty: 791.412842 Iteration 38Q: 3 clusters Score -189855.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -189864.062500 Penalty: 791.412842 Iteration 39Q: 3 clusters Score -189864.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -189869.906250 Penalty: 791.412842 Iteration 40F: 3 clusters Score -189869.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -189873.640625 Penalty: 791.412842 Iteration 41Q: 3 clusters Score -189873.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -189874.359375 Penalty: 791.412842 Iteration 42Q: 3 clusters Score -189874.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -189874.359375 Penalty: 791.412842 Iteration 43F: 3 clusters Score -189874.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3734 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 11608 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 18389 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 3218 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Entering Unmasked Estep Score: -2638351.500000 Penalty: 9895.746094 Splitting cluster 1 changes total score from -2638184.750000 to -2638351.500000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 2 (3734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Entering Unmasked Estep Score: -119893.703125 Penalty: 374.248199 Iteration 0F: 2 clusters Score -119893.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -117411.312500 Penalty: 748.496399 Iteration 0F: 3 clusters Score -117411.3 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -118409.101562 Penalty: 748.496399 Iteration 1F: 3 clusters Score -118409.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -118624.046875 Penalty: 748.496399 Iteration 2F: 3 clusters Score -118624 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -118893.656250 Penalty: 748.496399 Iteration 3F: 3 clusters Score -118893.7 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -119162.609375 Penalty: 748.496399 Iteration 4F: 3 clusters Score -119162.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -119433.882812 Penalty: 748.496399 Iteration 5F: 3 clusters Score -119433.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -119665.210938 Penalty: 748.496399 Iteration 6F: 3 clusters Score -119665.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -119815.218750 Penalty: 748.496399 Iteration 7Q: 3 clusters Score -119815.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -119869.820312 Penalty: 748.496399 Iteration 8Q: 3 clusters Score -119869.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -119904.054688 Penalty: 748.496399 Iteration 9Q: 3 clusters Score -119904.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -119924.867188 Penalty: 748.496399 Iteration 10Q: 3 clusters Score -119924.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -119942.156250 Penalty: 748.496399 Iteration 11Q: 3 clusters Score -119942.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -119951.070312 Penalty: 748.496399 Iteration 12Q: 3 clusters Score -119951.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -119962.710938 Penalty: 748.496399 Iteration 13Q: 3 clusters Score -119962.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -119969.460938 Penalty: 748.496399 Iteration 14Q: 3 clusters Score -119969.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -119971.445312 Penalty: 748.496399 Iteration 15Q: 3 clusters Score -119971.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -119973.976562 Penalty: 748.496399 Iteration 16Q: 3 clusters Score -119974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -119976.625000 Penalty: 748.496399 Iteration 17Q: 3 clusters Score -119976.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -119978.320312 Penalty: 748.496399 Iteration 18Q: 3 clusters Score -119978.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -119979.828125 Penalty: 748.496399 Iteration 19Q: 3 clusters Score -119979.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -119981.882812 Penalty: 748.496399 Iteration 20F: 3 clusters Score -119981.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -119984.742188 Penalty: 748.496399 Iteration 21Q: 3 clusters Score -119984.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -119985.460938 Penalty: 748.496399 Iteration 22Q: 3 clusters Score -119985.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -119985.664062 Penalty: 748.496399 Iteration 23Q: 3 clusters Score -119985.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -119986.109375 Penalty: 748.496399 Iteration 24Q: 3 clusters Score -119986.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -119986.632812 Penalty: 748.496399 Iteration 25Q: 3 clusters Score -119986.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -119986.875000 Penalty: 748.496399 Iteration 26Q: 3 clusters Score -119986.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -119986.875000 Penalty: 748.496399 Iteration 27F: 3 clusters Score -119986.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 11608 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 18389 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 3218 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Entering Unmasked Estep Score: -2638292.750000 Penalty: 10416.575195 Splitting cluster 2 changes total score from -2638184.750000 to -2638292.750000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 3 (1953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Entering Unmasked Estep Score: -57293.871094 Penalty: 344.759033 Iteration 0F: 2 clusters Score -57293.87 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 983 members Entering Unmasked Estep Score: -55890.980469 Penalty: 689.518066 Iteration 0F: 3 clusters Score -55890.98 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -56527.371094 Penalty: 689.518066 Iteration 1F: 3 clusters Score -56527.37 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -56723.941406 Penalty: 689.518066 Iteration 2F: 3 clusters Score -56723.94 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -56919.648438 Penalty: 689.518066 Iteration 3F: 3 clusters Score -56919.65 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -57095.289062 Penalty: 689.518066 Iteration 4F: 3 clusters Score -57095.29 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -57214.046875 Penalty: 689.518066 Iteration 5F: 3 clusters Score -57214.05 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -57272.289062 Penalty: 689.518066 Iteration 6Q: 3 clusters Score -57272.29 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -57303.210938 Penalty: 689.518066 Iteration 7Q: 3 clusters Score -57303.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -57321.968750 Penalty: 689.518066 Iteration 8Q: 3 clusters Score -57321.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -57332.441406 Penalty: 689.518066 Iteration 9Q: 3 clusters Score -57332.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -57341.460938 Penalty: 689.518066 Iteration 10Q: 3 clusters Score -57341.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -57352.554688 Penalty: 689.518066 Iteration 11Q: 3 clusters Score -57352.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -57357.089844 Penalty: 689.518066 Iteration 12Q: 3 clusters Score -57357.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -57359.789062 Penalty: 689.518066 Iteration 13Q: 3 clusters Score -57359.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -57360.433594 Penalty: 689.518066 Iteration 14Q: 3 clusters Score -57360.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -57360.433594 Penalty: 689.518066 Iteration 15F: 3 clusters Score -57360.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1409 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 11608 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 18389 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 3218 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 544 members Entering Unmasked Estep Score: -2638180.500000 Penalty: 10937.404297 Splitting cluster 3 changes total score from -2638184.750000 to -2638180.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Entering Unmasked Estep Score: -12878.390625 Penalty: 305.328796 Iteration 0F: 2 clusters Score -12878.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -12246.066406 Penalty: 610.657593 Iteration 0F: 3 clusters Score -12246.07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -12515.531250 Penalty: 610.657593 Iteration 1F: 3 clusters Score -12515.53 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -12592.758789 Penalty: 610.657593 Iteration 2F: 3 clusters Score -12592.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -12621.316406 Penalty: 610.657593 Iteration 3Q: 3 clusters Score -12621.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -12634.728516 Penalty: 610.657593 Iteration 4Q: 3 clusters Score -12634.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -12643.199219 Penalty: 610.657593 Iteration 5Q: 3 clusters Score -12643.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -12655.025391 Penalty: 610.657593 Iteration 6Q: 3 clusters Score -12655.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -12660.653320 Penalty: 610.657593 Iteration 7Q: 3 clusters Score -12660.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -12663.302734 Penalty: 610.657593 Iteration 8Q: 3 clusters Score -12663.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -12669.522461 Penalty: 610.657593 Iteration 9Q: 3 clusters Score -12669.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -12678.280273 Penalty: 610.657593 Iteration 10Q: 3 clusters Score -12678.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -12684.453125 Penalty: 610.657593 Iteration 11Q: 3 clusters Score -12684.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -12692.881836 Penalty: 610.657593 Iteration 12Q: 3 clusters Score -12692.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -12710.229492 Penalty: 610.657593 Iteration 13Q: 3 clusters Score -12710.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -12724.928711 Penalty: 610.657593 Iteration 14Q: 3 clusters Score -12724.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -12733.779297 Penalty: 610.657593 Iteration 15Q: 3 clusters Score -12733.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -12740.235352 Penalty: 610.657593 Iteration 16Q: 3 clusters Score -12740.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -12748.886719 Penalty: 610.657593 Iteration 17Q: 3 clusters Score -12748.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -12757.130859 Penalty: 610.657593 Iteration 18Q: 3 clusters Score -12757.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -12762.654297 Penalty: 610.657593 Iteration 19Q: 3 clusters Score -12762.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -12765.750977 Penalty: 610.657593 Iteration 20F: 3 clusters Score -12765.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -12772.282227 Penalty: 610.657593 Iteration 21Q: 3 clusters Score -12772.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -12776.847656 Penalty: 610.657593 Iteration 22Q: 3 clusters Score -12776.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -12782.148438 Penalty: 610.657593 Iteration 23Q: 3 clusters Score -12782.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -12782.358398 Penalty: 610.657593 Iteration 24Q: 3 clusters Score -12782.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -12782.358398 Penalty: 610.657593 Iteration 25F: 3 clusters Score -12782.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Entering Unmasked Estep Score: -330380.906250 Penalty: 425.854950 Iteration 0F: 2 clusters Score -330380.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -322627.625000 Penalty: 851.709900 Iteration 0F: 3 clusters Score -322627.6 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -326013.625000 Penalty: 851.709900 Iteration 1F: 3 clusters Score -326013.6 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -326488.250000 Penalty: 851.709900 Iteration 2F: 3 clusters Score -326488.2 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -327038.531250 Penalty: 851.709900 Iteration 3F: 3 clusters Score -327038.5 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -327621.500000 Penalty: 851.709900 Iteration 4F: 3 clusters Score -327621.5 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -328189.437500 Penalty: 851.709900 Iteration 5F: 3 clusters Score -328189.4 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -328736.687500 Penalty: 851.709900 Iteration 6F: 3 clusters Score -328736.7 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -329206.937500 Penalty: 851.709900 Iteration 7Q: 3 clusters Score -329206.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -329505.750000 Penalty: 851.709900 Iteration 8Q: 3 clusters Score -329505.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -329751.375000 Penalty: 851.709900 Iteration 9Q: 3 clusters Score -329751.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -329966.593750 Penalty: 851.709900 Iteration 10Q: 3 clusters Score -329966.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -330176.281250 Penalty: 851.709900 Iteration 11Q: 3 clusters Score -330176.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -330257.093750 Penalty: 851.709900 Iteration 12Q: 3 clusters Score -330257.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -330314.187500 Penalty: 851.709900 Iteration 13Q: 3 clusters Score -330314.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -330353.312500 Penalty: 851.709900 Iteration 14Q: 3 clusters Score -330353.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -330386.156250 Penalty: 851.709900 Iteration 15Q: 3 clusters Score -330386.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -330404.468750 Penalty: 851.709900 Iteration 16Q: 3 clusters Score -330404.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -330417.531250 Penalty: 851.709900 Iteration 17Q: 3 clusters Score -330417.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -330432.156250 Penalty: 851.709900 Iteration 18Q: 3 clusters Score -330432.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -330442.812500 Penalty: 851.709900 Iteration 19Q: 3 clusters Score -330442.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -330450.843750 Penalty: 851.709900 Iteration 20F: 3 clusters Score -330450.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -330459.843750 Penalty: 851.709900 Iteration 21Q: 3 clusters Score -330459.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -330464.875000 Penalty: 851.709900 Iteration 22Q: 3 clusters Score -330464.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -330469.750000 Penalty: 851.709900 Iteration 23Q: 3 clusters Score -330469.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -330472.718750 Penalty: 851.709900 Iteration 24Q: 3 clusters Score -330472.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -330474.687500 Penalty: 851.709900 Iteration 25Q: 3 clusters Score -330474.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -330477.562500 Penalty: 851.709900 Iteration 26Q: 3 clusters Score -330477.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -330478.437500 Penalty: 851.709900 Iteration 27Q: 3 clusters Score -330478.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -330480.937500 Penalty: 851.709900 Iteration 28Q: 3 clusters Score -330480.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -330481.562500 Penalty: 851.709900 Iteration 29Q: 3 clusters Score -330481.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -330483.468750 Penalty: 851.709900 Iteration 30Q: 3 clusters Score -330483.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -330483.593750 Penalty: 851.709900 Iteration 31Q: 3 clusters Score -330483.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -330485.093750 Penalty: 851.709900 Iteration 32Q: 3 clusters Score -330485.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -330485.718750 Penalty: 851.709900 Iteration 33Q: 3 clusters Score -330485.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -330488.062500 Penalty: 851.709900 Iteration 34Q: 3 clusters Score -330488.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -330489.968750 Penalty: 851.709900 Iteration 35Q: 3 clusters Score -330490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -330490.937500 Penalty: 851.709900 Iteration 36Q: 3 clusters Score -330490.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10123 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -330493.312500 Penalty: 851.709900 Iteration 37Q: 3 clusters Score -330493.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -330494.843750 Penalty: 851.709900 Iteration 38Q: 3 clusters Score -330494.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -330497.281250 Penalty: 851.709900 Iteration 39Q: 3 clusters Score -330497.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -330499.375000 Penalty: 851.709900 Iteration 40F: 3 clusters Score -330499.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -330502.281250 Penalty: 851.709900 Iteration 41Q: 3 clusters Score -330502.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -330507.531250 Penalty: 851.709900 Iteration 42Q: 3 clusters Score -330507.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -330510.906250 Penalty: 851.709900 Iteration 43Q: 3 clusters Score -330510.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -330515.437500 Penalty: 851.709900 Iteration 44Q: 3 clusters Score -330515.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -330518.906250 Penalty: 851.709900 Iteration 45Q: 3 clusters Score -330518.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -330521.500000 Penalty: 851.709900 Iteration 46Q: 3 clusters Score -330521.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -330523.281250 Penalty: 851.709900 Iteration 47Q: 3 clusters Score -330523.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -330525.281250 Penalty: 851.709900 Iteration 48Q: 3 clusters Score -330525.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -330527.000000 Penalty: 851.709900 Iteration 49Q: 3 clusters Score -330527 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -330528.250000 Penalty: 851.709900 Iteration 50Q: 3 clusters Score -330528.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -330530.343750 Penalty: 851.709900 Iteration 51Q: 3 clusters Score -330530.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -330530.718750 Penalty: 851.709900 Iteration 52Q: 3 clusters Score -330530.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -330531.250000 Penalty: 851.709900 Iteration 53Q: 3 clusters Score -330531.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -330531.656250 Penalty: 851.709900 Iteration 54Q: 3 clusters Score -330531.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -330532.906250 Penalty: 851.709900 Iteration 55Q: 3 clusters Score -330532.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -330535.968750 Penalty: 851.709900 Iteration 56Q: 3 clusters Score -330536 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -330540.218750 Penalty: 851.709900 Iteration 57Q: 3 clusters Score -330540.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -330543.687500 Penalty: 851.709900 Iteration 58Q: 3 clusters Score -330543.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -330546.843750 Penalty: 851.709900 Iteration 59Q: 3 clusters Score -330546.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -330552.125000 Penalty: 851.709900 Iteration 60F: 3 clusters Score -330552.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -330556.906250 Penalty: 851.709900 Iteration 61Q: 3 clusters Score -330556.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -330562.718750 Penalty: 851.709900 Iteration 62Q: 3 clusters Score -330562.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -330573.906250 Penalty: 851.709900 Iteration 63Q: 3 clusters Score -330573.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -330587.968750 Penalty: 851.709900 Iteration 64Q: 3 clusters Score -330588 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -330606.093750 Penalty: 851.709900 Iteration 65Q: 3 clusters Score -330606.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -330624.312500 Penalty: 851.709900 Iteration 66Q: 3 clusters Score -330624.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -330648.187500 Penalty: 851.709900 Iteration 67Q: 3 clusters Score -330648.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -330669.531250 Penalty: 851.709900 Iteration 68Q: 3 clusters Score -330669.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -330690.156250 Penalty: 851.709900 Iteration 69Q: 3 clusters Score -330690.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -330709.468750 Penalty: 851.709900 Iteration 70Q: 3 clusters Score -330709.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -330725.656250 Penalty: 851.709900 Iteration 71Q: 3 clusters Score -330725.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -330744.562500 Penalty: 851.709900 Iteration 72Q: 3 clusters Score -330744.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -330765.562500 Penalty: 851.709900 Iteration 73Q: 3 clusters Score -330765.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -330784.812500 Penalty: 851.709900 Iteration 74Q: 3 clusters Score -330784.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -330800.531250 Penalty: 851.709900 Iteration 75Q: 3 clusters Score -330800.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -330815.781250 Penalty: 851.709900 Iteration 76Q: 3 clusters Score -330815.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -330826.375000 Penalty: 851.709900 Iteration 77Q: 3 clusters Score -330826.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -330839.656250 Penalty: 851.709900 Iteration 78Q: 3 clusters Score -330839.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -330851.406250 Penalty: 851.709900 Iteration 79Q: 3 clusters Score -330851.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -330863.531250 Penalty: 851.709900 Iteration 80F: 3 clusters Score -330863.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -330875.125000 Penalty: 851.709900 Iteration 81Q: 3 clusters Score -330875.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -330885.875000 Penalty: 851.709900 Iteration 82Q: 3 clusters Score -330885.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -330895.468750 Penalty: 851.709900 Iteration 83Q: 3 clusters Score -330895.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -330906.562500 Penalty: 851.709900 Iteration 84Q: 3 clusters Score -330906.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -330920.062500 Penalty: 851.709900 Iteration 85Q: 3 clusters Score -330920.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -330934.031250 Penalty: 851.709900 Iteration 86Q: 3 clusters Score -330934 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -330952.093750 Penalty: 851.709900 Iteration 87Q: 3 clusters Score -330952.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -330971.500000 Penalty: 851.709900 Iteration 88Q: 3 clusters Score -330971.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -330992.656250 Penalty: 851.709900 Iteration 89Q: 3 clusters Score -330992.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -331012.031250 Penalty: 851.709900 Iteration 90Q: 3 clusters Score -331012 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -331033.968750 Penalty: 851.709900 Iteration 91Q: 3 clusters Score -331034 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -331049.500000 Penalty: 851.709900 Iteration 92Q: 3 clusters Score -331049.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -331066.281250 Penalty: 851.709900 Iteration 93Q: 3 clusters Score -331066.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -331079.593750 Penalty: 851.709900 Iteration 94Q: 3 clusters Score -331079.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -331091.656250 Penalty: 851.709900 Iteration 95Q: 3 clusters Score -331091.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -331103.937500 Penalty: 851.709900 Iteration 96Q: 3 clusters Score -331103.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -331111.906250 Penalty: 851.709900 Iteration 97Q: 3 clusters Score -331111.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -331119.656250 Penalty: 851.709900 Iteration 98Q: 3 clusters Score -331119.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -331126.281250 Penalty: 851.709900 Iteration 99Q: 3 clusters Score -331126.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -331131.625000 Penalty: 851.709900 Iteration 100F: 3 clusters Score -331131.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -331137.406250 Penalty: 851.709900 Iteration 101Q: 3 clusters Score -331137.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -331144.031250 Penalty: 851.709900 Iteration 102Q: 3 clusters Score -331144 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -331152.156250 Penalty: 851.709900 Iteration 103Q: 3 clusters Score -331152.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -331159.968750 Penalty: 851.709900 Iteration 104Q: 3 clusters Score -331160 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -331166.375000 Penalty: 851.709900 Iteration 105Q: 3 clusters Score -331166.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -331173.937500 Penalty: 851.709900 Iteration 106Q: 3 clusters Score -331173.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -331182.812500 Penalty: 851.709900 Iteration 107Q: 3 clusters Score -331182.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -331190.218750 Penalty: 851.709900 Iteration 108Q: 3 clusters Score -331190.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -331198.437500 Penalty: 851.709900 Iteration 109Q: 3 clusters Score -331198.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -331211.250000 Penalty: 851.709900 Iteration 110Q: 3 clusters Score -331211.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -331232.531250 Penalty: 851.709900 Iteration 111Q: 3 clusters Score -331232.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -331265.062500 Penalty: 851.709900 Iteration 112Q: 3 clusters Score -331265.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -331313.343750 Penalty: 851.709900 Iteration 113Q: 3 clusters Score -331313.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -331390.812500 Penalty: 851.709900 Iteration 114Q: 3 clusters Score -331390.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -331585.406250 Penalty: 851.709900 Iteration 115Q: 3 clusters Score -331585.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -331948.687500 Penalty: 851.709900 Iteration 116Q: 3 clusters Score -331948.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -332139.031250 Penalty: 851.709900 Iteration 117Q: 3 clusters Score -332139 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -332267.468750 Penalty: 851.709900 Iteration 118Q: 3 clusters Score -332267.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -332394.000000 Penalty: 851.709900 Iteration 119Q: 3 clusters Score -332394 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -333149.093750 Penalty: 851.709900 Iteration 120F: 3 clusters Score -333149.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -334921.312500 Penalty: 851.709900 Iteration 121Q: 3 clusters Score -334921.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -335028.031250 Penalty: 851.709900 Iteration 122Q: 3 clusters Score -335028 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -335032.250000 Penalty: 851.709900 Iteration 123Q: 3 clusters Score -335032.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -335032.718750 Penalty: 851.709900 Iteration 124Q: 3 clusters Score -335032.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -335032.718750 Penalty: 851.709900 Iteration 125Q: 3 clusters Score -335032.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -335032.875000 Penalty: 851.709900 Iteration 126Q: 3 clusters Score -335032.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -335032.875000 Penalty: 851.709900 Iteration 127F: 3 clusters Score -335032.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 18389 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 3218 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 6322 members Entering Unmasked Estep Score: -2642858.500000 Penalty: 10937.404297 Splitting cluster 5 changes total score from -2638184.750000 to -2642858.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (3915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Entering Unmasked Estep Score: -124866.000000 Penalty: 376.401978 Iteration 0F: 2 clusters Score -124866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -122209.195312 Penalty: 752.803955 Iteration 0F: 3 clusters Score -122209.2 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -123273.757812 Penalty: 752.803955 Iteration 1F: 3 clusters Score -123273.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -123420.312500 Penalty: 752.803955 Iteration 2F: 3 clusters Score -123420.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -123569.023438 Penalty: 752.803955 Iteration 3F: 3 clusters Score -123569 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -123734.093750 Penalty: 752.803955 Iteration 4F: 3 clusters Score -123734.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -123894.015625 Penalty: 752.803955 Iteration 5F: 3 clusters Score -123894 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -124037.000000 Penalty: 752.803955 Iteration 6Q: 3 clusters Score -124037 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -124147.343750 Penalty: 752.803955 Iteration 7Q: 3 clusters Score -124147.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -124227.078125 Penalty: 752.803955 Iteration 8Q: 3 clusters Score -124227.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -124285.960938 Penalty: 752.803955 Iteration 9Q: 3 clusters Score -124286 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -124332.539062 Penalty: 752.803955 Iteration 10Q: 3 clusters Score -124332.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -124366.914062 Penalty: 752.803955 Iteration 11Q: 3 clusters Score -124366.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -124394.429688 Penalty: 752.803955 Iteration 12Q: 3 clusters Score -124394.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -124419.421875 Penalty: 752.803955 Iteration 13Q: 3 clusters Score -124419.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -124436.937500 Penalty: 752.803955 Iteration 14Q: 3 clusters Score -124436.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -124450.054688 Penalty: 752.803955 Iteration 15Q: 3 clusters Score -124450.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -124467.609375 Penalty: 752.803955 Iteration 16Q: 3 clusters Score -124467.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -124476.710938 Penalty: 752.803955 Iteration 17Q: 3 clusters Score -124476.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -124481.640625 Penalty: 752.803955 Iteration 18Q: 3 clusters Score -124481.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -124488.148438 Penalty: 752.803955 Iteration 19Q: 3 clusters Score -124488.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -124492.148438 Penalty: 752.803955 Iteration 20F: 3 clusters Score -124492.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -124497.148438 Penalty: 752.803955 Iteration 21Q: 3 clusters Score -124497.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -124503.328125 Penalty: 752.803955 Iteration 22Q: 3 clusters Score -124503.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -124504.718750 Penalty: 752.803955 Iteration 23Q: 3 clusters Score -124504.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -124505.226562 Penalty: 752.803955 Iteration 24Q: 3 clusters Score -124505.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -124506.976562 Penalty: 752.803955 Iteration 25Q: 3 clusters Score -124507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -124510.757812 Penalty: 752.803955 Iteration 26Q: 3 clusters Score -124510.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -124512.921875 Penalty: 752.803955 Iteration 27Q: 3 clusters Score -124512.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -124515.710938 Penalty: 752.803955 Iteration 28Q: 3 clusters Score -124515.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -124516.921875 Penalty: 752.803955 Iteration 29Q: 3 clusters Score -124516.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -124517.406250 Penalty: 752.803955 Iteration 30Q: 3 clusters Score -124517.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -124517.539062 Penalty: 752.803955 Iteration 31Q: 3 clusters Score -124517.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -124517.679688 Penalty: 752.803955 Iteration 32Q: 3 clusters Score -124517.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -124518.562500 Penalty: 752.803955 Iteration 33Q: 3 clusters Score -124518.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -124518.562500 Penalty: 752.803955 Iteration 34F: 3 clusters Score -124518.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (18389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Entering Unmasked Estep Score: -583178.500000 Penalty: 446.787598 Iteration 0F: 2 clusters Score -583178.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -570945.312500 Penalty: 893.575195 Iteration 0F: 3 clusters Score -570945.3 nChanged 8647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -576395.437500 Penalty: 893.575195 Iteration 1F: 3 clusters Score -576395.4 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -576945.625000 Penalty: 893.575195 Iteration 2F: 3 clusters Score -576945.6 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -577622.687500 Penalty: 893.575195 Iteration 3F: 3 clusters Score -577622.7 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -578476.687500 Penalty: 893.575195 Iteration 4F: 3 clusters Score -578476.7 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -579309.500000 Penalty: 893.575195 Iteration 5F: 3 clusters Score -579309.5 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -579875.625000 Penalty: 893.575195 Iteration 6F: 3 clusters Score -579875.6 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -580181.375000 Penalty: 893.575195 Iteration 7Q: 3 clusters Score -580181.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -580392.937500 Penalty: 893.575195 Iteration 8Q: 3 clusters Score -580392.9 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -580584.500000 Penalty: 893.575195 Iteration 9Q: 3 clusters Score -580584.5 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -580777.437500 Penalty: 893.575195 Iteration 10Q: 3 clusters Score -580777.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -580979.125000 Penalty: 893.575195 Iteration 11Q: 3 clusters Score -580979.1 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -581239.312500 Penalty: 893.575195 Iteration 12Q: 3 clusters Score -581239.3 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -581540.750000 Penalty: 893.575195 Iteration 13Q: 3 clusters Score -581540.8 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13080 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -581904.437500 Penalty: 893.575195 Iteration 14Q: 3 clusters Score -581904.4 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -582288.562500 Penalty: 893.575195 Iteration 15Q: 3 clusters Score -582288.6 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -582707.375000 Penalty: 893.575195 Iteration 16Q: 3 clusters Score -582707.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -583132.750000 Penalty: 893.575195 Iteration 17Q: 3 clusters Score -583132.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -583434.562500 Penalty: 893.575195 Iteration 18Q: 3 clusters Score -583434.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13290 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -583594.937500 Penalty: 893.575195 Iteration 19Q: 3 clusters Score -583594.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -583704.062500 Penalty: 893.575195 Iteration 20F: 3 clusters Score -583704.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13215 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -583744.187500 Penalty: 893.575195 Iteration 21Q: 3 clusters Score -583744.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13170 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -583756.375000 Penalty: 893.575195 Iteration 22Q: 3 clusters Score -583756.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -583761.875000 Penalty: 893.575195 Iteration 23Q: 3 clusters Score -583761.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -583764.625000 Penalty: 893.575195 Iteration 24Q: 3 clusters Score -583764.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -583766.750000 Penalty: 893.575195 Iteration 25Q: 3 clusters Score -583766.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -583766.625000 Penalty: 893.575195 Iteration 26Q: 3 clusters Score -583766.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -583767.375000 Penalty: 893.575195 Iteration 27Q: 3 clusters Score -583767.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -583766.937500 Penalty: 893.575195 Iteration 28Q: 3 clusters Score -583766.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13070 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -583766.500000 Penalty: 893.575195 Iteration 29Q: 3 clusters Score -583766.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -583767.125000 Penalty: 893.575195 Iteration 30Q: 3 clusters Score -583767.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -583767.125000 Penalty: 893.575195 Iteration 31F: 3 clusters Score -583767.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 13068 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 3218 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 6322 members Mstep: Class 22 contains 5321 members Entering Unmasked Estep Score: -2643372.250000 Penalty: 11458.232422 Splitting cluster 7 changes total score from -2638184.750000 to -2643372.250000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (15855 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15855 members Entering Unmasked Estep Score: -510489.781250 Penalty: 440.041412 Iteration 0F: 2 clusters Score -510489.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -500058.125000 Penalty: 880.082825 Iteration 0F: 3 clusters Score -500058.1 nChanged 7443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -504403.593750 Penalty: 880.082825 Iteration 1F: 3 clusters Score -504403.6 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -504899.937500 Penalty: 880.082825 Iteration 2F: 3 clusters Score -504899.9 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -505396.437500 Penalty: 880.082825 Iteration 3F: 3 clusters Score -505396.4 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -505894.812500 Penalty: 880.082825 Iteration 4F: 3 clusters Score -505894.8 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -506367.218750 Penalty: 880.082825 Iteration 5F: 3 clusters Score -506367.2 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -506769.343750 Penalty: 880.082825 Iteration 6Q: 3 clusters Score -506769.3 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -507140.218750 Penalty: 880.082825 Iteration 7Q: 3 clusters Score -507140.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -507485.500000 Penalty: 880.082825 Iteration 8Q: 3 clusters Score -507485.5 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -507866.937500 Penalty: 880.082825 Iteration 9Q: 3 clusters Score -507866.9 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -508161.000000 Penalty: 880.082825 Iteration 10Q: 3 clusters Score -508161 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -508362.500000 Penalty: 880.082825 Iteration 11Q: 3 clusters Score -508362.5 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -508519.062500 Penalty: 880.082825 Iteration 12Q: 3 clusters Score -508519.1 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -508659.093750 Penalty: 880.082825 Iteration 13Q: 3 clusters Score -508659.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13044 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -508814.968750 Penalty: 880.082825 Iteration 14Q: 3 clusters Score -508815 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13383 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -508984.781250 Penalty: 880.082825 Iteration 15Q: 3 clusters Score -508984.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -509155.750000 Penalty: 880.082825 Iteration 16Q: 3 clusters Score -509155.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -509289.937500 Penalty: 880.082825 Iteration 17Q: 3 clusters Score -509289.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -509403.468750 Penalty: 880.082825 Iteration 18Q: 3 clusters Score -509403.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -509508.937500 Penalty: 880.082825 Iteration 19Q: 3 clusters Score -509508.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -509615.000000 Penalty: 880.082825 Iteration 20F: 3 clusters Score -509615 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14795 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -509713.531250 Penalty: 880.082825 Iteration 21Q: 3 clusters Score -509713.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -509794.437500 Penalty: 880.082825 Iteration 22Q: 3 clusters Score -509794.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -509868.281250 Penalty: 880.082825 Iteration 23Q: 3 clusters Score -509868.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -509935.593750 Penalty: 880.082825 Iteration 24Q: 3 clusters Score -509935.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -509976.843750 Penalty: 880.082825 Iteration 25Q: 3 clusters Score -509976.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15308 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -510018.468750 Penalty: 880.082825 Iteration 26Q: 3 clusters Score -510018.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -510053.718750 Penalty: 880.082825 Iteration 27Q: 3 clusters Score -510053.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -510079.437500 Penalty: 880.082825 Iteration 28Q: 3 clusters Score -510079.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15431 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -510099.875000 Penalty: 880.082825 Iteration 29Q: 3 clusters Score -510099.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -510111.562500 Penalty: 880.082825 Iteration 30Q: 3 clusters Score -510111.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15473 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -510123.781250 Penalty: 880.082825 Iteration 31Q: 3 clusters Score -510123.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -510129.718750 Penalty: 880.082825 Iteration 32Q: 3 clusters Score -510129.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -510134.000000 Penalty: 880.082825 Iteration 33Q: 3 clusters Score -510134 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15505 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -510135.875000 Penalty: 880.082825 Iteration 34Q: 3 clusters Score -510135.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15506 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -510136.125000 Penalty: 880.082825 Iteration 35Q: 3 clusters Score -510136.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -510136.906250 Penalty: 880.082825 Iteration 36Q: 3 clusters Score -510136.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -510136.906250 Penalty: 880.082825 Iteration 37F: 3 clusters Score -510136.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Entering Unmasked Estep Score: -7287.811035 Penalty: 262.316193 Iteration 0F: 2 clusters Score -7287.811 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -6903.309570 Penalty: 524.632385 Iteration 0F: 3 clusters Score -6903.31 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6997.327148 Penalty: 524.632385 Iteration 1F: 3 clusters Score -6997.327 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -7013.768066 Penalty: 524.632385 Iteration 2Q: 3 clusters Score -7013.768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -7020.418945 Penalty: 524.632385 Iteration 3Q: 3 clusters Score -7020.419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -7022.903809 Penalty: 524.632385 Iteration 4Q: 3 clusters Score -7022.904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -7028.365723 Penalty: 524.632385 Iteration 5Q: 3 clusters Score -7028.366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -7031.739746 Penalty: 524.632385 Iteration 6Q: 3 clusters Score -7031.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -7032.867676 Penalty: 524.632385 Iteration 7Q: 3 clusters Score -7032.868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -7032.867676 Penalty: 524.632385 Iteration 8F: 3 clusters Score -7032.868 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Entering Unmasked Estep Score: -76345.914062 Penalty: 367.481445 Iteration 0F: 2 clusters Score -76345.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -74095.828125 Penalty: 734.962891 Iteration 0F: 3 clusters Score -74095.83 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -74966.093750 Penalty: 734.962891 Iteration 1F: 3 clusters Score -74966.09 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -75175.539062 Penalty: 734.962891 Iteration 2F: 3 clusters Score -75175.54 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -75368.000000 Penalty: 734.962891 Iteration 3F: 3 clusters Score -75368 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -75515.195312 Penalty: 734.962891 Iteration 4F: 3 clusters Score -75515.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -75636.539062 Penalty: 734.962891 Iteration 5F: 3 clusters Score -75636.54 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -75738.421875 Penalty: 734.962891 Iteration 6Q: 3 clusters Score -75738.42 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -75822.460938 Penalty: 734.962891 Iteration 7Q: 3 clusters Score -75822.46 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -75912.210938 Penalty: 734.962891 Iteration 8Q: 3 clusters Score -75912.21 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -75981.679688 Penalty: 734.962891 Iteration 9Q: 3 clusters Score -75981.68 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -76032.914062 Penalty: 734.962891 Iteration 10Q: 3 clusters Score -76032.91 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -76103.460938 Penalty: 734.962891 Iteration 11Q: 3 clusters Score -76103.46 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -76157.234375 Penalty: 734.962891 Iteration 12Q: 3 clusters Score -76157.23 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -76189.554688 Penalty: 734.962891 Iteration 13Q: 3 clusters Score -76189.55 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -76212.062500 Penalty: 734.962891 Iteration 14Q: 3 clusters Score -76212.06 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -76230.156250 Penalty: 734.962891 Iteration 15Q: 3 clusters Score -76230.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -76240.015625 Penalty: 734.962891 Iteration 16Q: 3 clusters Score -76240.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -76246.421875 Penalty: 734.962891 Iteration 17Q: 3 clusters Score -76246.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -76254.421875 Penalty: 734.962891 Iteration 18Q: 3 clusters Score -76254.42 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -76263.445312 Penalty: 734.962891 Iteration 19Q: 3 clusters Score -76263.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -76267.351562 Penalty: 734.962891 Iteration 20F: 3 clusters Score -76267.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -76271.320312 Penalty: 734.962891 Iteration 21Q: 3 clusters Score -76271.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -76275.250000 Penalty: 734.962891 Iteration 22Q: 3 clusters Score -76275.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -76280.226562 Penalty: 734.962891 Iteration 23Q: 3 clusters Score -76280.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -76283.703125 Penalty: 734.962891 Iteration 24Q: 3 clusters Score -76283.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -76285.367188 Penalty: 734.962891 Iteration 25Q: 3 clusters Score -76285.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -76286.687500 Penalty: 734.962891 Iteration 26Q: 3 clusters Score -76286.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -76288.289062 Penalty: 734.962891 Iteration 27Q: 3 clusters Score -76288.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -76290.914062 Penalty: 734.962891 Iteration 28Q: 3 clusters Score -76290.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -76293.156250 Penalty: 734.962891 Iteration 29Q: 3 clusters Score -76293.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -76296.210938 Penalty: 734.962891 Iteration 30Q: 3 clusters Score -76296.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -76300.500000 Penalty: 734.962891 Iteration 31Q: 3 clusters Score -76300.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -76304.164062 Penalty: 734.962891 Iteration 32Q: 3 clusters Score -76304.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -76307.015625 Penalty: 734.962891 Iteration 33Q: 3 clusters Score -76307.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -76309.429688 Penalty: 734.962891 Iteration 34Q: 3 clusters Score -76309.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -76310.382812 Penalty: 734.962891 Iteration 35Q: 3 clusters Score -76310.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -76311.062500 Penalty: 734.962891 Iteration 36Q: 3 clusters Score -76311.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -76313.039062 Penalty: 734.962891 Iteration 37Q: 3 clusters Score -76313.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -76317.007812 Penalty: 734.962891 Iteration 38Q: 3 clusters Score -76317.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -76324.468750 Penalty: 734.962891 Iteration 39Q: 3 clusters Score -76324.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -76333.804688 Penalty: 734.962891 Iteration 40F: 3 clusters Score -76333.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -76340.515625 Penalty: 734.962891 Iteration 41Q: 3 clusters Score -76340.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -76347.421875 Penalty: 734.962891 Iteration 42Q: 3 clusters Score -76347.42 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -76355.218750 Penalty: 734.962891 Iteration 43Q: 3 clusters Score -76355.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -76368.476562 Penalty: 734.962891 Iteration 44Q: 3 clusters Score -76368.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -76378.046875 Penalty: 734.962891 Iteration 45Q: 3 clusters Score -76378.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -76392.437500 Penalty: 734.962891 Iteration 46Q: 3 clusters Score -76392.44 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -76410.039062 Penalty: 734.962891 Iteration 47Q: 3 clusters Score -76410.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -76442.203125 Penalty: 734.962891 Iteration 48Q: 3 clusters Score -76442.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -76486.492188 Penalty: 734.962891 Iteration 49Q: 3 clusters Score -76486.49 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -76537.039062 Penalty: 734.962891 Iteration 50Q: 3 clusters Score -76537.04 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -76632.937500 Penalty: 734.962891 Iteration 51Q: 3 clusters Score -76632.94 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -76781.812500 Penalty: 734.962891 Iteration 52Q: 3 clusters Score -76781.81 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -76984.765625 Penalty: 734.962891 Iteration 53Q: 3 clusters Score -76984.77 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -77265.523438 Penalty: 734.962891 Iteration 54Q: 3 clusters Score -77265.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -77356.492188 Penalty: 734.962891 Iteration 55Q: 3 clusters Score -77356.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -77363.687500 Penalty: 734.962891 Iteration 56Q: 3 clusters Score -77363.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -77363.710938 Penalty: 734.962891 Iteration 57Q: 3 clusters Score -77363.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -77363.710938 Penalty: 734.962891 Iteration 58F: 3 clusters Score -77363.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 13068 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 1156 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 3435 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 6322 members Mstep: Class 22 contains 5321 members Mstep: Class 23 contains 2062 members Entering Unmasked Estep Score: -2644236.000000 Penalty: 11979.061523 Splitting cluster 10 changes total score from -2638184.750000 to -2644236.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (2305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Entering Unmasked Estep Score: -54167.785156 Penalty: 352.299042 Iteration 0F: 2 clusters Score -54167.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -52528.902344 Penalty: 704.598083 Iteration 0F: 3 clusters Score -52528.9 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -53200.531250 Penalty: 704.598083 Iteration 1F: 3 clusters Score -53200.53 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -53361.578125 Penalty: 704.598083 Iteration 2F: 3 clusters Score -53361.58 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -53491.875000 Penalty: 704.598083 Iteration 3F: 3 clusters Score -53491.88 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -53625.019531 Penalty: 704.598083 Iteration 4F: 3 clusters Score -53625.02 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -53718.578125 Penalty: 704.598083 Iteration 5F: 3 clusters Score -53718.58 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -53785.562500 Penalty: 704.598083 Iteration 6Q: 3 clusters Score -53785.56 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -53837.984375 Penalty: 704.598083 Iteration 7Q: 3 clusters Score -53837.98 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -53875.593750 Penalty: 704.598083 Iteration 8Q: 3 clusters Score -53875.59 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -53894.984375 Penalty: 704.598083 Iteration 9Q: 3 clusters Score -53894.98 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -53913.285156 Penalty: 704.598083 Iteration 10Q: 3 clusters Score -53913.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -53925.703125 Penalty: 704.598083 Iteration 11Q: 3 clusters Score -53925.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -53929.484375 Penalty: 704.598083 Iteration 12Q: 3 clusters Score -53929.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -53934.851562 Penalty: 704.598083 Iteration 13Q: 3 clusters Score -53934.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -53942.812500 Penalty: 704.598083 Iteration 14Q: 3 clusters Score -53942.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -53948.675781 Penalty: 704.598083 Iteration 15Q: 3 clusters Score -53948.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -53960.566406 Penalty: 704.598083 Iteration 16Q: 3 clusters Score -53960.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -53977.761719 Penalty: 704.598083 Iteration 17Q: 3 clusters Score -53977.76 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -53993.574219 Penalty: 704.598083 Iteration 18Q: 3 clusters Score -53993.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -54003.019531 Penalty: 704.598083 Iteration 19Q: 3 clusters Score -54003.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -54012.632812 Penalty: 704.598083 Iteration 20F: 3 clusters Score -54012.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -54020.804688 Penalty: 704.598083 Iteration 21Q: 3 clusters Score -54020.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -54028.691406 Penalty: 704.598083 Iteration 22Q: 3 clusters Score -54028.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -54038.085938 Penalty: 704.598083 Iteration 23Q: 3 clusters Score -54038.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -54049.066406 Penalty: 704.598083 Iteration 24Q: 3 clusters Score -54049.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -54059.667969 Penalty: 704.598083 Iteration 25Q: 3 clusters Score -54059.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -54073.621094 Penalty: 704.598083 Iteration 26Q: 3 clusters Score -54073.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -54081.593750 Penalty: 704.598083 Iteration 27Q: 3 clusters Score -54081.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -54089.316406 Penalty: 704.598083 Iteration 28Q: 3 clusters Score -54089.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -54099.441406 Penalty: 704.598083 Iteration 29Q: 3 clusters Score -54099.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -54112.531250 Penalty: 704.598083 Iteration 30Q: 3 clusters Score -54112.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -54122.679688 Penalty: 704.598083 Iteration 31Q: 3 clusters Score -54122.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -54126.320312 Penalty: 704.598083 Iteration 32Q: 3 clusters Score -54126.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -54130.527344 Penalty: 704.598083 Iteration 33Q: 3 clusters Score -54130.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -54135.007812 Penalty: 704.598083 Iteration 34Q: 3 clusters Score -54135.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -54137.035156 Penalty: 704.598083 Iteration 35Q: 3 clusters Score -54137.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -54138.644531 Penalty: 704.598083 Iteration 36Q: 3 clusters Score -54138.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -54140.242188 Penalty: 704.598083 Iteration 37Q: 3 clusters Score -54140.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -54141.156250 Penalty: 704.598083 Iteration 38Q: 3 clusters Score -54141.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -54142.777344 Penalty: 704.598083 Iteration 39Q: 3 clusters Score -54142.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -54143.363281 Penalty: 704.598083 Iteration 40F: 3 clusters Score -54143.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -54143.757812 Penalty: 704.598083 Iteration 41Q: 3 clusters Score -54143.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -54144.191406 Penalty: 704.598083 Iteration 42Q: 3 clusters Score -54144.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -54144.386719 Penalty: 704.598083 Iteration 43Q: 3 clusters Score -54144.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -54144.679688 Penalty: 704.598083 Iteration 44Q: 3 clusters Score -54144.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -54145.019531 Penalty: 704.598083 Iteration 45Q: 3 clusters Score -54145.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -54145.019531 Penalty: 704.598083 Iteration 46F: 3 clusters Score -54145.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Entering Unmasked Estep Score: -71500.398438 Penalty: 351.842743 Iteration 0F: 2 clusters Score -71500.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -69915.281250 Penalty: 703.685486 Iteration 0F: 3 clusters Score -69915.28 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -70538.523438 Penalty: 703.685486 Iteration 1F: 3 clusters Score -70538.52 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -70664.460938 Penalty: 703.685486 Iteration 2F: 3 clusters Score -70664.46 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -70783.828125 Penalty: 703.685486 Iteration 3F: 3 clusters Score -70783.83 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -70901.812500 Penalty: 703.685486 Iteration 4F: 3 clusters Score -70901.81 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -71004.234375 Penalty: 703.685486 Iteration 5F: 3 clusters Score -71004.23 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -71079.718750 Penalty: 703.685486 Iteration 6Q: 3 clusters Score -71079.72 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -71144.281250 Penalty: 703.685486 Iteration 7Q: 3 clusters Score -71144.28 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -71189.632812 Penalty: 703.685486 Iteration 8Q: 3 clusters Score -71189.63 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -71208.929688 Penalty: 703.685486 Iteration 9Q: 3 clusters Score -71208.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -71219.695312 Penalty: 703.685486 Iteration 10Q: 3 clusters Score -71219.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -71228.234375 Penalty: 703.685486 Iteration 11Q: 3 clusters Score -71228.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -71238.070312 Penalty: 703.685486 Iteration 12Q: 3 clusters Score -71238.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -71244.929688 Penalty: 703.685486 Iteration 13Q: 3 clusters Score -71244.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -71247.234375 Penalty: 703.685486 Iteration 14Q: 3 clusters Score -71247.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -71247.843750 Penalty: 703.685486 Iteration 15Q: 3 clusters Score -71247.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -71248.367188 Penalty: 703.685486 Iteration 16Q: 3 clusters Score -71248.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -71248.609375 Penalty: 703.685486 Iteration 17Q: 3 clusters Score -71248.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -71249.320312 Penalty: 703.685486 Iteration 18Q: 3 clusters Score -71249.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -71250.007812 Penalty: 703.685486 Iteration 19Q: 3 clusters Score -71250.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -71250.476562 Penalty: 703.685486 Iteration 20F: 3 clusters Score -71250.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -71252.281250 Penalty: 703.685486 Iteration 21Q: 3 clusters Score -71252.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -71253.515625 Penalty: 703.685486 Iteration 22Q: 3 clusters Score -71253.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -71255.117188 Penalty: 703.685486 Iteration 23Q: 3 clusters Score -71255.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -71256.054688 Penalty: 703.685486 Iteration 24Q: 3 clusters Score -71256.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -71256.429688 Penalty: 703.685486 Iteration 25Q: 3 clusters Score -71256.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -71256.539062 Penalty: 703.685486 Iteration 26Q: 3 clusters Score -71256.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -71258.414062 Penalty: 703.685486 Iteration 27Q: 3 clusters Score -71258.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -71260.437500 Penalty: 703.685486 Iteration 28Q: 3 clusters Score -71260.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -71261.015625 Penalty: 703.685486 Iteration 29Q: 3 clusters Score -71261.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -71261.062500 Penalty: 703.685486 Iteration 30Q: 3 clusters Score -71261.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -71261.062500 Penalty: 703.685486 Iteration 31F: 3 clusters Score -71261.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Entering Unmasked Estep Score: -113377.960938 Penalty: 373.237885 Iteration 0F: 2 clusters Score -113378 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -110847.320312 Penalty: 746.475769 Iteration 0F: 3 clusters Score -110847.3 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -111816.531250 Penalty: 746.475769 Iteration 1F: 3 clusters Score -111816.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -111963.062500 Penalty: 746.475769 Iteration 2F: 3 clusters Score -111963.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -112131.351562 Penalty: 746.475769 Iteration 3F: 3 clusters Score -112131.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -112328.140625 Penalty: 746.475769 Iteration 4F: 3 clusters Score -112328.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -112533.320312 Penalty: 746.475769 Iteration 5F: 3 clusters Score -112533.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -112644.640625 Penalty: 746.475769 Iteration 6Q: 3 clusters Score -112644.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -112724.171875 Penalty: 746.475769 Iteration 7Q: 3 clusters Score -112724.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -112774.015625 Penalty: 746.475769 Iteration 8Q: 3 clusters Score -112774 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -112812.570312 Penalty: 746.475769 Iteration 9Q: 3 clusters Score -112812.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -112845.039062 Penalty: 746.475769 Iteration 10Q: 3 clusters Score -112845 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -112872.851562 Penalty: 746.475769 Iteration 11Q: 3 clusters Score -112872.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -112908.578125 Penalty: 746.475769 Iteration 12Q: 3 clusters Score -112908.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -112937.953125 Penalty: 746.475769 Iteration 13Q: 3 clusters Score -112938 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -112957.921875 Penalty: 746.475769 Iteration 14Q: 3 clusters Score -112957.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -112973.500000 Penalty: 746.475769 Iteration 15Q: 3 clusters Score -112973.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -112983.609375 Penalty: 746.475769 Iteration 16Q: 3 clusters Score -112983.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -112988.140625 Penalty: 746.475769 Iteration 17Q: 3 clusters Score -112988.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -112995.515625 Penalty: 746.475769 Iteration 18Q: 3 clusters Score -112995.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -113005.625000 Penalty: 746.475769 Iteration 19Q: 3 clusters Score -113005.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -113022.085938 Penalty: 746.475769 Iteration 20F: 3 clusters Score -113022.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -113029.609375 Penalty: 746.475769 Iteration 21Q: 3 clusters Score -113029.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -113034.835938 Penalty: 746.475769 Iteration 22Q: 3 clusters Score -113034.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -113038.039062 Penalty: 746.475769 Iteration 23Q: 3 clusters Score -113038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -113040.570312 Penalty: 746.475769 Iteration 24Q: 3 clusters Score -113040.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -113043.382812 Penalty: 746.475769 Iteration 25Q: 3 clusters Score -113043.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -113046.945312 Penalty: 746.475769 Iteration 26Q: 3 clusters Score -113046.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -113048.750000 Penalty: 746.475769 Iteration 27Q: 3 clusters Score -113048.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -113051.398438 Penalty: 746.475769 Iteration 28Q: 3 clusters Score -113051.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -113054.203125 Penalty: 746.475769 Iteration 29Q: 3 clusters Score -113054.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -113055.914062 Penalty: 746.475769 Iteration 30Q: 3 clusters Score -113055.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -113057.664062 Penalty: 746.475769 Iteration 31Q: 3 clusters Score -113057.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -113058.140625 Penalty: 746.475769 Iteration 32Q: 3 clusters Score -113058.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -113058.140625 Penalty: 746.475769 Iteration 33F: 3 clusters Score -113058.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Entering Unmasked Estep Score: -336927.437500 Penalty: 419.460114 Iteration 0F: 2 clusters Score -336927.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -330222.187500 Penalty: 838.920227 Iteration 0F: 3 clusters Score -330222.2 nChanged 4704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -333544.875000 Penalty: 838.920227 Iteration 1F: 3 clusters Score -333544.9 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -334168.406250 Penalty: 838.920227 Iteration 2F: 3 clusters Score -334168.4 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -334723.281250 Penalty: 838.920227 Iteration 3F: 3 clusters Score -334723.3 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -335195.843750 Penalty: 838.920227 Iteration 4F: 3 clusters Score -335195.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -335564.437500 Penalty: 838.920227 Iteration 5F: 3 clusters Score -335564.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -335807.687500 Penalty: 838.920227 Iteration 6Q: 3 clusters Score -335807.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -336002.156250 Penalty: 838.920227 Iteration 7Q: 3 clusters Score -336002.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -336123.406250 Penalty: 838.920227 Iteration 8Q: 3 clusters Score -336123.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -336195.906250 Penalty: 838.920227 Iteration 9Q: 3 clusters Score -336195.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -336248.468750 Penalty: 838.920227 Iteration 10Q: 3 clusters Score -336248.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -336281.562500 Penalty: 838.920227 Iteration 11Q: 3 clusters Score -336281.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -336314.781250 Penalty: 838.920227 Iteration 12Q: 3 clusters Score -336314.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -336346.656250 Penalty: 838.920227 Iteration 13Q: 3 clusters Score -336346.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 8488 members Entering Unmasked Estep Score: -336377.937500 Penalty: 838.920227 Iteration 14Q: 3 clusters Score -336377.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -336407.218750 Penalty: 838.920227 Iteration 15Q: 3 clusters Score -336407.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -336423.187500 Penalty: 838.920227 Iteration 16Q: 3 clusters Score -336423.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -336434.656250 Penalty: 838.920227 Iteration 17Q: 3 clusters Score -336434.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -336447.125000 Penalty: 838.920227 Iteration 18Q: 3 clusters Score -336447.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -336454.875000 Penalty: 838.920227 Iteration 19Q: 3 clusters Score -336454.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -336465.562500 Penalty: 838.920227 Iteration 20F: 3 clusters Score -336465.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -336476.031250 Penalty: 838.920227 Iteration 21Q: 3 clusters Score -336476 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -336485.406250 Penalty: 838.920227 Iteration 22Q: 3 clusters Score -336485.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -336492.031250 Penalty: 838.920227 Iteration 23Q: 3 clusters Score -336492 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -336495.687500 Penalty: 838.920227 Iteration 24Q: 3 clusters Score -336495.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -336502.406250 Penalty: 838.920227 Iteration 25Q: 3 clusters Score -336502.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 9060 members Entering Unmasked Estep Score: -336510.218750 Penalty: 838.920227 Iteration 26Q: 3 clusters Score -336510.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -336519.437500 Penalty: 838.920227 Iteration 27Q: 3 clusters Score -336519.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -336528.250000 Penalty: 838.920227 Iteration 28Q: 3 clusters Score -336528.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -336537.281250 Penalty: 838.920227 Iteration 29Q: 3 clusters Score -336537.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -336543.968750 Penalty: 838.920227 Iteration 30Q: 3 clusters Score -336544 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -336550.625000 Penalty: 838.920227 Iteration 31Q: 3 clusters Score -336550.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -336557.593750 Penalty: 838.920227 Iteration 32Q: 3 clusters Score -336557.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -336560.593750 Penalty: 838.920227 Iteration 33Q: 3 clusters Score -336560.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -336562.875000 Penalty: 838.920227 Iteration 34Q: 3 clusters Score -336562.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -336567.531250 Penalty: 838.920227 Iteration 35Q: 3 clusters Score -336567.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -336572.031250 Penalty: 838.920227 Iteration 36Q: 3 clusters Score -336572 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -336577.093750 Penalty: 838.920227 Iteration 37Q: 3 clusters Score -336577.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -336582.593750 Penalty: 838.920227 Iteration 38Q: 3 clusters Score -336582.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -336588.375000 Penalty: 838.920227 Iteration 39Q: 3 clusters Score -336588.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -336593.218750 Penalty: 838.920227 Iteration 40F: 3 clusters Score -336593.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -336595.656250 Penalty: 838.920227 Iteration 41Q: 3 clusters Score -336595.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -336599.468750 Penalty: 838.920227 Iteration 42Q: 3 clusters Score -336599.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -336601.968750 Penalty: 838.920227 Iteration 43Q: 3 clusters Score -336602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -336604.000000 Penalty: 838.920227 Iteration 44Q: 3 clusters Score -336604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 9376 members Entering Unmasked Estep Score: -336603.687500 Penalty: 838.920227 Iteration 45Q: 3 clusters Score -336603.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -336604.000000 Penalty: 838.920227 Iteration 46Q: 3 clusters Score -336604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -336604.656250 Penalty: 838.920227 Iteration 47Q: 3 clusters Score -336604.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -336604.656250 Penalty: 838.920227 Iteration 48F: 3 clusters Score -336604.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Entering Unmasked Estep Score: -53033.792969 Penalty: 339.084320 Iteration 0F: 2 clusters Score -53033.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -51797.457031 Penalty: 678.168640 Iteration 0F: 3 clusters Score -51797.46 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -52196.933594 Penalty: 678.168640 Iteration 1F: 3 clusters Score -52196.93 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -52272.398438 Penalty: 678.168640 Iteration 2F: 3 clusters Score -52272.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -52341.070312 Penalty: 678.168640 Iteration 3F: 3 clusters Score -52341.07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -52390.812500 Penalty: 678.168640 Iteration 4Q: 3 clusters Score -52390.81 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -52442.652344 Penalty: 678.168640 Iteration 5Q: 3 clusters Score -52442.65 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -52482.785156 Penalty: 678.168640 Iteration 6Q: 3 clusters Score -52482.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -52518.023438 Penalty: 678.168640 Iteration 7Q: 3 clusters Score -52518.02 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -52545.281250 Penalty: 678.168640 Iteration 8Q: 3 clusters Score -52545.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -52572.609375 Penalty: 678.168640 Iteration 9Q: 3 clusters Score -52572.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -52606.800781 Penalty: 678.168640 Iteration 10Q: 3 clusters Score -52606.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -52641.199219 Penalty: 678.168640 Iteration 11Q: 3 clusters Score -52641.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -52664.847656 Penalty: 678.168640 Iteration 12Q: 3 clusters Score -52664.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -52675.480469 Penalty: 678.168640 Iteration 13Q: 3 clusters Score -52675.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -52686.472656 Penalty: 678.168640 Iteration 14Q: 3 clusters Score -52686.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -52696.070312 Penalty: 678.168640 Iteration 15Q: 3 clusters Score -52696.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -52705.789062 Penalty: 678.168640 Iteration 16Q: 3 clusters Score -52705.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -52714.210938 Penalty: 678.168640 Iteration 17Q: 3 clusters Score -52714.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -52719.550781 Penalty: 678.168640 Iteration 18Q: 3 clusters Score -52719.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -52725.656250 Penalty: 678.168640 Iteration 19Q: 3 clusters Score -52725.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -52729.207031 Penalty: 678.168640 Iteration 20F: 3 clusters Score -52729.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -52733.144531 Penalty: 678.168640 Iteration 21Q: 3 clusters Score -52733.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -52733.359375 Penalty: 678.168640 Iteration 22Q: 3 clusters Score -52733.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -52733.359375 Penalty: 678.168640 Iteration 23F: 3 clusters Score -52733.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Entering Unmasked Estep Score: -15150.050781 Penalty: 286.935516 Iteration 0F: 2 clusters Score -15150.05 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 252 members Entering Unmasked Estep Score: -14669.256836 Penalty: 573.871033 Iteration 0F: 3 clusters Score -14669.26 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -14801.445312 Penalty: 573.871033 Iteration 1F: 3 clusters Score -14801.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -14827.474609 Penalty: 573.871033 Iteration 2F: 3 clusters Score -14827.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14851.969727 Penalty: 573.871033 Iteration 3Q: 3 clusters Score -14851.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -14867.793945 Penalty: 573.871033 Iteration 4Q: 3 clusters Score -14867.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -14877.828125 Penalty: 573.871033 Iteration 5Q: 3 clusters Score -14877.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14885.598633 Penalty: 573.871033 Iteration 6Q: 3 clusters Score -14885.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -14900.559570 Penalty: 573.871033 Iteration 7Q: 3 clusters Score -14900.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14911.317383 Penalty: 573.871033 Iteration 8Q: 3 clusters Score -14911.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14925.569336 Penalty: 573.871033 Iteration 9Q: 3 clusters Score -14925.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14930.574219 Penalty: 573.871033 Iteration 10Q: 3 clusters Score -14930.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -14937.991211 Penalty: 573.871033 Iteration 11Q: 3 clusters Score -14937.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14944.708008 Penalty: 573.871033 Iteration 12Q: 3 clusters Score -14944.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -14949.795898 Penalty: 573.871033 Iteration 13Q: 3 clusters Score -14949.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -14957.967773 Penalty: 573.871033 Iteration 14Q: 3 clusters Score -14957.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -14963.316406 Penalty: 573.871033 Iteration 15Q: 3 clusters Score -14963.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -14966.135742 Penalty: 573.871033 Iteration 16Q: 3 clusters Score -14966.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -14967.542969 Penalty: 573.871033 Iteration 17Q: 3 clusters Score -14967.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -14968.398438 Penalty: 573.871033 Iteration 18Q: 3 clusters Score -14968.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -14968.538086 Penalty: 573.871033 Iteration 19Q: 3 clusters Score -14968.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -14968.580078 Penalty: 573.871033 Iteration 20F: 3 clusters Score -14968.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Entering Unmasked Estep Score: -102745.593750 Penalty: 370.450653 Iteration 0F: 2 clusters Score -102745.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -100362.273438 Penalty: 740.901306 Iteration 0F: 3 clusters Score -100362.3 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -101293.968750 Penalty: 740.901306 Iteration 1F: 3 clusters Score -101294 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -101433.312500 Penalty: 740.901306 Iteration 2F: 3 clusters Score -101433.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -101551.148438 Penalty: 740.901306 Iteration 3F: 3 clusters Score -101551.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -101667.625000 Penalty: 740.901306 Iteration 4F: 3 clusters Score -101667.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -101806.093750 Penalty: 740.901306 Iteration 5F: 3 clusters Score -101806.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -101959.593750 Penalty: 740.901306 Iteration 6F: 3 clusters Score -101959.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -102127.960938 Penalty: 740.901306 Iteration 7F: 3 clusters Score -102128 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -102319.664062 Penalty: 740.901306 Iteration 8F: 3 clusters Score -102319.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -102447.125000 Penalty: 740.901306 Iteration 9Q: 3 clusters Score -102447.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -102504.468750 Penalty: 740.901306 Iteration 10Q: 3 clusters Score -102504.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -102536.148438 Penalty: 740.901306 Iteration 11Q: 3 clusters Score -102536.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -102563.335938 Penalty: 740.901306 Iteration 12Q: 3 clusters Score -102563.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -102593.406250 Penalty: 740.901306 Iteration 13Q: 3 clusters Score -102593.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -102626.632812 Penalty: 740.901306 Iteration 14Q: 3 clusters Score -102626.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -102666.187500 Penalty: 740.901306 Iteration 15Q: 3 clusters Score -102666.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -102707.859375 Penalty: 740.901306 Iteration 16Q: 3 clusters Score -102707.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -102747.757812 Penalty: 740.901306 Iteration 17Q: 3 clusters Score -102747.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -102791.937500 Penalty: 740.901306 Iteration 18Q: 3 clusters Score -102791.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -102830.109375 Penalty: 740.901306 Iteration 19Q: 3 clusters Score -102830.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -102859.718750 Penalty: 740.901306 Iteration 20F: 3 clusters Score -102859.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -102880.070312 Penalty: 740.901306 Iteration 21Q: 3 clusters Score -102880.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -102893.632812 Penalty: 740.901306 Iteration 22Q: 3 clusters Score -102893.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -102899.890625 Penalty: 740.901306 Iteration 23Q: 3 clusters Score -102899.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -102903.429688 Penalty: 740.901306 Iteration 24Q: 3 clusters Score -102903.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -102904.984375 Penalty: 740.901306 Iteration 25Q: 3 clusters Score -102905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -102906.406250 Penalty: 740.901306 Iteration 26Q: 3 clusters Score -102906.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -102906.414062 Penalty: 740.901306 Iteration 27Q: 3 clusters Score -102906.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -102906.421875 Penalty: 740.901306 Iteration 28Q: 3 clusters Score -102906.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -102906.421875 Penalty: 740.901306 Iteration 29F: 3 clusters Score -102906.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 13068 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 1156 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5360 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 595 members Mstep: Class 21 contains 6322 members Mstep: Class 22 contains 5321 members Mstep: Class 23 contains 2062 members Mstep: Class 24 contains 2028 members Entering Unmasked Estep Score: -2644245.250000 Penalty: 12499.890625 Splitting cluster 18 changes total score from -2638184.750000 to -2644245.250000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 19 (3762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Entering Unmasked Estep Score: -113736.390625 Penalty: 374.588135 Iteration 0F: 2 clusters Score -113736.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -111152.265625 Penalty: 749.176270 Iteration 0F: 3 clusters Score -111152.3 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -112166.664062 Penalty: 749.176270 Iteration 1F: 3 clusters Score -112166.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -112346.882812 Penalty: 749.176270 Iteration 2F: 3 clusters Score -112346.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -112516.812500 Penalty: 749.176270 Iteration 3F: 3 clusters Score -112516.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -112647.679688 Penalty: 749.176270 Iteration 4F: 3 clusters Score -112647.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -112733.515625 Penalty: 749.176270 Iteration 5Q: 3 clusters Score -112733.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -112787.437500 Penalty: 749.176270 Iteration 6Q: 3 clusters Score -112787.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -112830.273438 Penalty: 749.176270 Iteration 7Q: 3 clusters Score -112830.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -112871.773438 Penalty: 749.176270 Iteration 8Q: 3 clusters Score -112871.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -112911.460938 Penalty: 749.176270 Iteration 9Q: 3 clusters Score -112911.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -112957.781250 Penalty: 749.176270 Iteration 10Q: 3 clusters Score -112957.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -113003.007812 Penalty: 749.176270 Iteration 11Q: 3 clusters Score -113003 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -113056.601562 Penalty: 749.176270 Iteration 12Q: 3 clusters Score -113056.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -113106.312500 Penalty: 749.176270 Iteration 13Q: 3 clusters Score -113106.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -113156.671875 Penalty: 749.176270 Iteration 14Q: 3 clusters Score -113156.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -113208.976562 Penalty: 749.176270 Iteration 15Q: 3 clusters Score -113209 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -113256.398438 Penalty: 749.176270 Iteration 16Q: 3 clusters Score -113256.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -113306.296875 Penalty: 749.176270 Iteration 17Q: 3 clusters Score -113306.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -113347.406250 Penalty: 749.176270 Iteration 18Q: 3 clusters Score -113347.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -113384.320312 Penalty: 749.176270 Iteration 19Q: 3 clusters Score -113384.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -113407.640625 Penalty: 749.176270 Iteration 20F: 3 clusters Score -113407.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -113422.132812 Penalty: 749.176270 Iteration 21Q: 3 clusters Score -113422.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -113431.054688 Penalty: 749.176270 Iteration 22Q: 3 clusters Score -113431.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -113437.937500 Penalty: 749.176270 Iteration 23Q: 3 clusters Score -113437.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -113444.578125 Penalty: 749.176270 Iteration 24Q: 3 clusters Score -113444.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -113451.695312 Penalty: 749.176270 Iteration 25Q: 3 clusters Score -113451.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -113457.914062 Penalty: 749.176270 Iteration 26Q: 3 clusters Score -113457.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -113464.085938 Penalty: 749.176270 Iteration 27Q: 3 clusters Score -113464.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -113469.726562 Penalty: 749.176270 Iteration 28Q: 3 clusters Score -113469.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -113474.351562 Penalty: 749.176270 Iteration 29Q: 3 clusters Score -113474.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -113475.882812 Penalty: 749.176270 Iteration 30Q: 3 clusters Score -113475.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -113478.492188 Penalty: 749.176270 Iteration 31Q: 3 clusters Score -113478.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -113479.718750 Penalty: 749.176270 Iteration 32Q: 3 clusters Score -113479.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -113479.937500 Penalty: 749.176270 Iteration 33Q: 3 clusters Score -113479.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -113480.085938 Penalty: 749.176270 Iteration 34Q: 3 clusters Score -113480.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -113480.351562 Penalty: 749.176270 Iteration 35Q: 3 clusters Score -113480.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -113480.351562 Penalty: 749.176270 Iteration 36F: 3 clusters Score -113480.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1953 members Mstep: Class 4 contains 821 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 3915 members Mstep: Class 7 contains 13068 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 1156 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 2282 members Mstep: Class 13 contains 3652 members Mstep: Class 14 contains 10086 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 548 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 3762 members Entering Unmasked Estep ConsiderDeletion Score: -2645812.250000 Penalty: 12499.890625 Iteration 39Q: 25 clusters Score -2645812 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3105 members Mstep: Class 3 contains 1917 members Mstep: Class 4 contains 853 members Mstep: Class 5 contains 5237 members Mstep: Class 6 contains 3974 members Mstep: Class 7 contains 13155 members Mstep: Class 8 contains 15877 members Mstep: Class 9 contains 420 members Mstep: Class 10 contains 1167 members Mstep: Class 11 contains 2395 members Mstep: Class 12 contains 2391 members Mstep: Class 13 contains 3658 members Mstep: Class 14 contains 10059 members Mstep: Class 15 contains 1745 members Mstep: Class 16 contains 548 members Mstep: Class 17 contains 5307 members Mstep: Class 18 contains 1404 members Mstep: Class 19 contains 3773 members Mstep: Class 20 contains 585 members Mstep: Class 21 contains 6246 members Mstep: Class 22 contains 5226 members Mstep: Class 23 contains 2072 members Mstep: Class 24 contains 1837 members Entering Unmasked Estep ConsiderDeletion Score: -2647261.000000 Penalty: 12499.890625 Iteration 40F: 25 clusters Score -2647261 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3090 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 799 members Mstep: Class 5 contains 5185 members Mstep: Class 6 contains 3995 members Mstep: Class 7 contains 13142 members Mstep: Class 8 contains 15858 members Mstep: Class 9 contains 522 members Mstep: Class 10 contains 1170 members Mstep: Class 11 contains 2438 members Mstep: Class 12 contains 2469 members Mstep: Class 13 contains 3578 members Mstep: Class 14 contains 9941 members Mstep: Class 15 contains 1754 members Mstep: Class 16 contains 465 members Mstep: Class 17 contains 5270 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 3585 members Mstep: Class 20 contains 655 members Mstep: Class 21 contains 6526 members Mstep: Class 22 contains 5235 members Mstep: Class 23 contains 2219 members Mstep: Class 24 contains 1801 members Entering Unmasked Estep ConsiderDeletion Score: -2648107.250000 Penalty: 12499.890625 Iteration 41Q: 25 clusters Score -2648107 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1799 members Mstep: Class 4 contains 768 members Mstep: Class 5 contains 5137 members Mstep: Class 6 contains 4011 members Mstep: Class 7 contains 13144 members Mstep: Class 8 contains 15845 members Mstep: Class 9 contains 614 members Mstep: Class 10 contains 1179 members Mstep: Class 11 contains 2468 members Mstep: Class 12 contains 2515 members Mstep: Class 13 contains 3509 members Mstep: Class 14 contains 9845 members Mstep: Class 15 contains 1755 members Mstep: Class 16 contains 425 members Mstep: Class 17 contains 5243 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 3425 members Mstep: Class 20 contains 717 members Mstep: Class 21 contains 6741 members Mstep: Class 22 contains 5245 members Mstep: Class 23 contains 2300 members Mstep: Class 24 contains 1773 members Entering Unmasked Estep ConsiderDeletion Score: -2648600.500000 Penalty: 12499.890625 Iteration 42Q: 25 clusters Score -2648600 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3088 members Mstep: Class 3 contains 1772 members Mstep: Class 4 contains 749 members Mstep: Class 5 contains 5105 members Mstep: Class 6 contains 4022 members Mstep: Class 7 contains 13134 members Mstep: Class 8 contains 15837 members Mstep: Class 9 contains 692 members Mstep: Class 10 contains 1189 members Mstep: Class 11 contains 2514 members Mstep: Class 12 contains 2549 members Mstep: Class 13 contains 3461 members Mstep: Class 14 contains 9734 members Mstep: Class 15 contains 1754 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 5227 members Mstep: Class 18 contains 1416 members Mstep: Class 19 contains 3250 members Mstep: Class 20 contains 796 members Mstep: Class 21 contains 6937 members Mstep: Class 22 contains 5257 members Mstep: Class 23 contains 2339 members Mstep: Class 24 contains 1737 members Entering Unmasked Estep ConsiderDeletion Score: -2648934.000000 Penalty: 12499.890625 Iteration 43Q: 25 clusters Score -2648934 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3083 members Mstep: Class 3 contains 1751 members Mstep: Class 4 contains 737 members Mstep: Class 5 contains 5078 members Mstep: Class 6 contains 4027 members Mstep: Class 7 contains 13139 members Mstep: Class 8 contains 15842 members Mstep: Class 9 contains 761 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2546 members Mstep: Class 12 contains 2575 members Mstep: Class 13 contains 3423 members Mstep: Class 14 contains 9630 members Mstep: Class 15 contains 1750 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 5216 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 3063 members Mstep: Class 20 contains 871 members Mstep: Class 21 contains 7128 members Mstep: Class 22 contains 5260 members Mstep: Class 23 contains 2358 members Mstep: Class 24 contains 1722 members Entering Unmasked Estep ConsiderDeletion Score: -2649205.000000 Penalty: 12499.890625 Iteration 44Q: 25 clusters Score -2649205 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1740 members Mstep: Class 4 contains 726 members Mstep: Class 5 contains 5069 members Mstep: Class 6 contains 4030 members Mstep: Class 7 contains 13111 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 822 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 2589 members Mstep: Class 13 contains 3387 members Mstep: Class 14 contains 9542 members Mstep: Class 15 contains 1746 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 5213 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 2895 members Mstep: Class 20 contains 951 members Mstep: Class 21 contains 7293 members Mstep: Class 22 contains 5271 members Mstep: Class 23 contains 2381 members Mstep: Class 24 contains 1708 members Entering Unmasked Estep ConsiderDeletion Score: -2649453.000000 Penalty: 12499.890625 Iteration 45Q: 25 clusters Score -2649453 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1726 members Mstep: Class 4 contains 724 members Mstep: Class 5 contains 5046 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 13087 members Mstep: Class 8 contains 15843 members Mstep: Class 9 contains 886 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 2604 members Mstep: Class 13 contains 3364 members Mstep: Class 14 contains 9472 members Mstep: Class 15 contains 1746 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 5214 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 2757 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 7426 members Mstep: Class 22 contains 5276 members Mstep: Class 23 contains 2397 members Mstep: Class 24 contains 1694 members Entering Unmasked Estep ConsiderDeletion Score: -2649663.750000 Penalty: 12499.890625 Iteration 46Q: 25 clusters Score -2649664 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1717 members Mstep: Class 4 contains 721 members Mstep: Class 5 contains 5020 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 13054 members Mstep: Class 8 contains 15844 members Mstep: Class 9 contains 950 members Mstep: Class 10 contains 1204 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 2613 members Mstep: Class 13 contains 3346 members Mstep: Class 14 contains 9433 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 393 members Mstep: Class 17 contains 5214 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 2620 members Mstep: Class 20 contains 1071 members Mstep: Class 21 contains 7535 members Mstep: Class 22 contains 5282 members Mstep: Class 23 contains 2412 members Mstep: Class 24 contains 1672 members Entering Unmasked Estep ConsiderDeletion Score: -2649876.250000 Penalty: 12499.890625 Iteration 47Q: 25 clusters Score -2649876 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3083 members Mstep: Class 3 contains 1705 members Mstep: Class 4 contains 720 members Mstep: Class 5 contains 5004 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 13016 members Mstep: Class 8 contains 15848 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 2617 members Mstep: Class 13 contains 3336 members Mstep: Class 14 contains 9399 members Mstep: Class 15 contains 1737 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 5211 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 2473 members Mstep: Class 20 contains 1141 members Mstep: Class 21 contains 7657 members Mstep: Class 22 contains 5283 members Mstep: Class 23 contains 2418 members Mstep: Class 24 contains 1649 members Entering Unmasked Estep ConsiderDeletion Score: -2650082.250000 Penalty: 12499.890625 Iteration 48Q: 25 clusters Score -2650082 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 3082 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 4987 members Mstep: Class 6 contains 4036 members Mstep: Class 7 contains 12993 members Mstep: Class 8 contains 15847 members Mstep: Class 9 contains 1046 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2611 members Mstep: Class 12 contains 2630 members Mstep: Class 13 contains 3330 members Mstep: Class 14 contains 9375 members Mstep: Class 15 contains 1732 members Mstep: Class 16 contains 432 members Mstep: Class 17 contains 5206 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 2352 members Mstep: Class 20 contains 1193 members Mstep: Class 21 contains 7759 members Mstep: Class 22 contains 5279 members Mstep: Class 23 contains 2425 members Mstep: Class 24 contains 1612 members Entering Unmasked Estep ConsiderDeletion Score: -2650230.250000 Penalty: 12499.890625 Iteration 49Q: 25 clusters Score -2650230 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1690 members Mstep: Class 4 contains 716 members Mstep: Class 5 contains 4976 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 12967 members Mstep: Class 8 contains 15850 members Mstep: Class 9 contains 1075 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2619 members Mstep: Class 12 contains 2639 members Mstep: Class 13 contains 3328 members Mstep: Class 14 contains 9358 members Mstep: Class 15 contains 1729 members Mstep: Class 16 contains 465 members Mstep: Class 17 contains 5209 members Mstep: Class 18 contains 1427 members Mstep: Class 19 contains 2254 members Mstep: Class 20 contains 1238 members Mstep: Class 21 contains 7839 members Mstep: Class 22 contains 5272 members Mstep: Class 23 contains 2427 members Mstep: Class 24 contains 1569 members Entering Unmasked Estep ConsiderDeletion Score: -2650350.500000 Penalty: 12499.890625 Iteration 50Q: 25 clusters Score -2650350 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1684 members Mstep: Class 4 contains 717 members Mstep: Class 5 contains 4968 members Mstep: Class 6 contains 4032 members Mstep: Class 7 contains 12944 members Mstep: Class 8 contains 15853 members Mstep: Class 9 contains 1094 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 2628 members Mstep: Class 12 contains 2646 members Mstep: Class 13 contains 3325 members Mstep: Class 14 contains 9344 members Mstep: Class 15 contains 1728 members Mstep: Class 16 contains 512 members Mstep: Class 17 contains 5210 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 2185 members Mstep: Class 20 contains 1278 members Mstep: Class 21 contains 7881 members Mstep: Class 22 contains 5274 members Mstep: Class 23 contains 2421 members Mstep: Class 24 contains 1531 members Entering Unmasked Estep ConsiderDeletion Score: -2650482.500000 Penalty: 12499.890625 Iteration 51Q: 25 clusters Score -2650482 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1678 members Mstep: Class 4 contains 720 members Mstep: Class 5 contains 4957 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 12927 members Mstep: Class 8 contains 15853 members Mstep: Class 9 contains 1100 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 2641 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 3323 members Mstep: Class 14 contains 9337 members Mstep: Class 15 contains 1728 members Mstep: Class 16 contains 568 members Mstep: Class 17 contains 5211 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 2109 members Mstep: Class 20 contains 1306 members Mstep: Class 21 contains 7933 members Mstep: Class 22 contains 5274 members Mstep: Class 23 contains 2418 members Mstep: Class 24 contains 1493 members Entering Unmasked Estep ConsiderDeletion Score: -2650602.000000 Penalty: 12499.890625 Iteration 52Q: 25 clusters Score -2650602 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1676 members Mstep: Class 4 contains 718 members Mstep: Class 5 contains 4950 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 12914 members Mstep: Class 8 contains 15855 members Mstep: Class 9 contains 1096 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 2637 members Mstep: Class 12 contains 2637 members Mstep: Class 13 contains 3325 members Mstep: Class 14 contains 9330 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 626 members Mstep: Class 17 contains 5215 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 2039 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 7987 members Mstep: Class 22 contains 5272 members Mstep: Class 23 contains 2421 members Mstep: Class 24 contains 1453 members Entering Unmasked Estep ConsiderDeletion Score: -2650672.500000 Penalty: 12499.890625 Iteration 53Q: 25 clusters Score -2650672 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3083 members Mstep: Class 3 contains 1675 members Mstep: Class 4 contains 718 members Mstep: Class 5 contains 4945 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 12901 members Mstep: Class 8 contains 15854 members Mstep: Class 9 contains 1081 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2642 members Mstep: Class 12 contains 2638 members Mstep: Class 13 contains 3328 members Mstep: Class 14 contains 9323 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 681 members Mstep: Class 17 contains 5219 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 1986 members Mstep: Class 20 contains 1364 members Mstep: Class 21 contains 8029 members Mstep: Class 22 contains 5265 members Mstep: Class 23 contains 2420 members Mstep: Class 24 contains 1414 members Entering Unmasked Estep ConsiderDeletion Score: -2650757.000000 Penalty: 12499.890625 Iteration 54Q: 25 clusters Score -2650757 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1675 members Mstep: Class 4 contains 717 members Mstep: Class 5 contains 4944 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 12897 members Mstep: Class 8 contains 15847 members Mstep: Class 9 contains 1076 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 2646 members Mstep: Class 12 contains 2636 members Mstep: Class 13 contains 3328 members Mstep: Class 14 contains 9313 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 728 members Mstep: Class 17 contains 5222 members Mstep: Class 18 contains 1424 members Mstep: Class 19 contains 1944 members Mstep: Class 20 contains 1384 members Mstep: Class 21 contains 8053 members Mstep: Class 22 contains 5259 members Mstep: Class 23 contains 2416 members Mstep: Class 24 contains 1384 members Entering Unmasked Estep ConsiderDeletion Score: -2650816.250000 Penalty: 12499.890625 Iteration 55Q: 25 clusters Score -2650816 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 4943 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 12895 members Mstep: Class 8 contains 15846 members Mstep: Class 9 contains 1062 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2643 members Mstep: Class 12 contains 2640 members Mstep: Class 13 contains 3327 members Mstep: Class 14 contains 9299 members Mstep: Class 15 contains 1723 members Mstep: Class 16 contains 782 members Mstep: Class 17 contains 5223 members Mstep: Class 18 contains 1424 members Mstep: Class 19 contains 1898 members Mstep: Class 20 contains 1406 members Mstep: Class 21 contains 8079 members Mstep: Class 22 contains 5251 members Mstep: Class 23 contains 2412 members Mstep: Class 24 contains 1363 members Entering Unmasked Estep ConsiderDeletion Score: -2650885.750000 Penalty: 12499.890625 Iteration 56Q: 25 clusters Score -2650886 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 719 members Mstep: Class 5 contains 4944 members Mstep: Class 6 contains 4032 members Mstep: Class 7 contains 12891 members Mstep: Class 8 contains 15839 members Mstep: Class 9 contains 1044 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2640 members Mstep: Class 12 contains 2637 members Mstep: Class 13 contains 3324 members Mstep: Class 14 contains 9294 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 5227 members Mstep: Class 18 contains 1427 members Mstep: Class 19 contains 1857 members Mstep: Class 20 contains 1418 members Mstep: Class 21 contains 8125 members Mstep: Class 22 contains 5247 members Mstep: Class 23 contains 2408 members Mstep: Class 24 contains 1341 members Entering Unmasked Estep ConsiderDeletion Score: -2650940.500000 Penalty: 12499.890625 Iteration 57Q: 25 clusters Score -2650940 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 717 members Mstep: Class 5 contains 4943 members Mstep: Class 6 contains 4038 members Mstep: Class 7 contains 12892 members Mstep: Class 8 contains 15833 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 2633 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 3323 members Mstep: Class 14 contains 9290 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 5235 members Mstep: Class 18 contains 1429 members Mstep: Class 19 contains 1817 members Mstep: Class 20 contains 1427 members Mstep: Class 21 contains 8158 members Mstep: Class 22 contains 5240 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -2650984.750000 Penalty: 12499.890625 Iteration 58Q: 25 clusters Score -2650985 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 715 members Mstep: Class 5 contains 4943 members Mstep: Class 6 contains 4040 members Mstep: Class 7 contains 12888 members Mstep: Class 8 contains 15824 members Mstep: Class 9 contains 1000 members Mstep: Class 10 contains 1198 members Mstep: Class 11 contains 2622 members Mstep: Class 12 contains 2641 members Mstep: Class 13 contains 3315 members Mstep: Class 14 contains 9296 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 5240 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 1432 members Mstep: Class 21 contains 8183 members Mstep: Class 22 contains 5237 members Mstep: Class 23 contains 2411 members Mstep: Class 24 contains 1303 members Entering Unmasked Estep ConsiderDeletion Score: -2651013.500000 Penalty: 12499.890625 Iteration 59Q: 25 clusters Score -2651014 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 715 members Mstep: Class 5 contains 4944 members Mstep: Class 6 contains 4041 members Mstep: Class 7 contains 12884 members Mstep: Class 8 contains 15823 members Mstep: Class 9 contains 984 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2615 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 3308 members Mstep: Class 14 contains 9298 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 969 members Mstep: Class 17 contains 5245 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 1765 members Mstep: Class 20 contains 1434 members Mstep: Class 21 contains 8202 members Mstep: Class 22 contains 5235 members Mstep: Class 23 contains 2409 members Mstep: Class 24 contains 1292 members Entering Unmasked Estep ConsiderDeletion Score: -2651131.250000 Penalty: 12499.890625 Iteration 60F: 25 clusters Score -2651131 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1674 members Mstep: Class 4 contains 714 members Mstep: Class 5 contains 4943 members Mstep: Class 6 contains 4042 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 15823 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2610 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 3303 members Mstep: Class 14 contains 9292 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 1067 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 1736 members Mstep: Class 20 contains 1470 members Mstep: Class 21 contains 8205 members Mstep: Class 22 contains 5236 members Mstep: Class 23 contains 2408 members Mstep: Class 24 contains 1275 members Entering Unmasked Estep ConsiderDeletion Score: -2651204.000000 Penalty: 12499.890625 Iteration 61Q: 25 clusters Score -2651204 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1673 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 4946 members Mstep: Class 6 contains 4042 members Mstep: Class 7 contains 12845 members Mstep: Class 8 contains 15820 members Mstep: Class 9 contains 876 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2614 members Mstep: Class 12 contains 2643 members Mstep: Class 13 contains 3301 members Mstep: Class 14 contains 9287 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 1130 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1434 members Mstep: Class 19 contains 1710 members Mstep: Class 20 contains 1502 members Mstep: Class 21 contains 8226 members Mstep: Class 22 contains 5236 members Mstep: Class 23 contains 2405 members Mstep: Class 24 contains 1253 members Entering Unmasked Estep ConsiderDeletion Score: -2651242.500000 Penalty: 12499.890625 Iteration 62Q: 25 clusters Score -2651242 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1669 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 4953 members Mstep: Class 6 contains 4043 members Mstep: Class 7 contains 12832 members Mstep: Class 8 contains 15822 members Mstep: Class 9 contains 849 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2609 members Mstep: Class 12 contains 2640 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9282 members Mstep: Class 15 contains 1718 members Mstep: Class 16 contains 1170 members Mstep: Class 17 contains 5253 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 1683 members Mstep: Class 20 contains 1539 members Mstep: Class 21 contains 8242 members Mstep: Class 22 contains 5236 members Mstep: Class 23 contains 2405 members Mstep: Class 24 contains 1230 members Entering Unmasked Estep ConsiderDeletion Score: -2651276.250000 Penalty: 12499.890625 Iteration 63Q: 25 clusters Score -2651276 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 3087 members Mstep: Class 3 contains 1664 members Mstep: Class 4 contains 713 members Mstep: Class 5 contains 4959 members Mstep: Class 6 contains 4042 members Mstep: Class 7 contains 12825 members Mstep: Class 8 contains 15821 members Mstep: Class 9 contains 822 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 2603 members Mstep: Class 12 contains 2642 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9279 members Mstep: Class 15 contains 1718 members Mstep: Class 16 contains 1218 members Mstep: Class 17 contains 5257 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 1659 members Mstep: Class 20 contains 1562 members Mstep: Class 21 contains 8253 members Mstep: Class 22 contains 5235 members Mstep: Class 23 contains 2407 members Mstep: Class 24 contains 1208 members Entering Unmasked Estep ConsiderDeletion Score: -2651307.750000 Penalty: 12499.890625 Iteration 64Q: 25 clusters Score -2651308 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1659 members Mstep: Class 4 contains 712 members Mstep: Class 5 contains 4962 members Mstep: Class 6 contains 4042 members Mstep: Class 7 contains 12821 members Mstep: Class 8 contains 15822 members Mstep: Class 9 contains 794 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9277 members Mstep: Class 15 contains 1716 members Mstep: Class 16 contains 1272 members Mstep: Class 17 contains 5263 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 1631 members Mstep: Class 20 contains 1581 members Mstep: Class 21 contains 8257 members Mstep: Class 22 contains 5235 members Mstep: Class 23 contains 2406 members Mstep: Class 24 contains 1187 members Entering Unmasked Estep ConsiderDeletion Score: -2651364.000000 Penalty: 12499.890625 Iteration 65Q: 25 clusters Score -2651364 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1653 members Mstep: Class 4 contains 711 members Mstep: Class 5 contains 4965 members Mstep: Class 6 contains 4042 members Mstep: Class 7 contains 12815 members Mstep: Class 8 contains 15821 members Mstep: Class 9 contains 766 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 2596 members Mstep: Class 12 contains 2647 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9278 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 1328 members Mstep: Class 17 contains 5273 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 1596 members Mstep: Class 20 contains 1590 members Mstep: Class 21 contains 8270 members Mstep: Class 22 contains 5234 members Mstep: Class 23 contains 2403 members Mstep: Class 24 contains 1174 members Entering Unmasked Estep ConsiderDeletion Score: -2651401.250000 Penalty: 12499.890625 Iteration 66Q: 25 clusters Score -2651401 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1647 members Mstep: Class 4 contains 711 members Mstep: Class 5 contains 4966 members Mstep: Class 6 contains 4040 members Mstep: Class 7 contains 12812 members Mstep: Class 8 contains 15818 members Mstep: Class 9 contains 743 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2595 members Mstep: Class 12 contains 2649 members Mstep: Class 13 contains 3296 members Mstep: Class 14 contains 9275 members Mstep: Class 15 contains 1714 members Mstep: Class 16 contains 1384 members Mstep: Class 17 contains 5281 members Mstep: Class 18 contains 1434 members Mstep: Class 19 contains 1565 members Mstep: Class 20 contains 1604 members Mstep: Class 21 contains 8270 members Mstep: Class 22 contains 5233 members Mstep: Class 23 contains 2397 members Mstep: Class 24 contains 1166 members Entering Unmasked Estep ConsiderDeletion Score: -2651452.750000 Penalty: 12499.890625 Iteration 67Q: 25 clusters Score -2651453 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1638 members Mstep: Class 4 contains 710 members Mstep: Class 5 contains 4971 members Mstep: Class 6 contains 4041 members Mstep: Class 7 contains 12813 members Mstep: Class 8 contains 15816 members Mstep: Class 9 contains 723 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 2652 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9273 members Mstep: Class 15 contains 1714 members Mstep: Class 16 contains 1439 members Mstep: Class 17 contains 5286 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 1538 members Mstep: Class 20 contains 1613 members Mstep: Class 21 contains 8266 members Mstep: Class 22 contains 5230 members Mstep: Class 23 contains 2394 members Mstep: Class 24 contains 1155 members Entering Unmasked Estep ConsiderDeletion Score: -2651496.250000 Penalty: 12499.890625 Iteration 68Q: 25 clusters Score -2651496 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 708 members Mstep: Class 5 contains 4973 members Mstep: Class 6 contains 4041 members Mstep: Class 7 contains 12807 members Mstep: Class 8 contains 15816 members Mstep: Class 9 contains 709 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2591 members Mstep: Class 12 contains 2657 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9274 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 1480 members Mstep: Class 17 contains 5288 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 1520 members Mstep: Class 20 contains 1629 members Mstep: Class 21 contains 8270 members Mstep: Class 22 contains 5227 members Mstep: Class 23 contains 2387 members Mstep: Class 24 contains 1135 members Entering Unmasked Estep ConsiderDeletion Score: -2651519.000000 Penalty: 12499.890625 Iteration 69Q: 25 clusters Score -2651519 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1624 members Mstep: Class 4 contains 708 members Mstep: Class 5 contains 4974 members Mstep: Class 6 contains 4036 members Mstep: Class 7 contains 12790 members Mstep: Class 8 contains 15812 members Mstep: Class 9 contains 698 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2596 members Mstep: Class 12 contains 2660 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9278 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 1512 members Mstep: Class 17 contains 5283 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 1512 members Mstep: Class 20 contains 1645 members Mstep: Class 21 contains 8286 members Mstep: Class 22 contains 5232 members Mstep: Class 23 contains 2385 members Mstep: Class 24 contains 1107 members Entering Unmasked Estep ConsiderDeletion Score: -2651555.750000 Penalty: 12499.890625 Iteration 70Q: 25 clusters Score -2651556 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1622 members Mstep: Class 4 contains 708 members Mstep: Class 5 contains 4974 members Mstep: Class 6 contains 4037 members Mstep: Class 7 contains 12782 members Mstep: Class 8 contains 15812 members Mstep: Class 9 contains 686 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2598 members Mstep: Class 12 contains 2659 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9277 members Mstep: Class 15 contains 1719 members Mstep: Class 16 contains 1540 members Mstep: Class 17 contains 5276 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 1499 members Mstep: Class 20 contains 1651 members Mstep: Class 21 contains 8296 members Mstep: Class 22 contains 5240 members Mstep: Class 23 contains 2384 members Mstep: Class 24 contains 1093 members Entering Unmasked Estep ConsiderDeletion Score: -2651565.000000 Penalty: 12499.890625 Iteration 71Q: 25 clusters Score -2651565 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 707 members Mstep: Class 5 contains 4975 members Mstep: Class 6 contains 4036 members Mstep: Class 7 contains 12775 members Mstep: Class 8 contains 15810 members Mstep: Class 9 contains 679 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2602 members Mstep: Class 12 contains 2659 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9273 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 1561 members Mstep: Class 17 contains 5277 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 1489 members Mstep: Class 20 contains 1656 members Mstep: Class 21 contains 8306 members Mstep: Class 22 contains 5245 members Mstep: Class 23 contains 2380 members Mstep: Class 24 contains 1084 members Entering Unmasked Estep ConsiderDeletion Score: -2651576.500000 Penalty: 12499.890625 Iteration 72Q: 25 clusters Score -2651576 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1617 members Mstep: Class 4 contains 707 members Mstep: Class 5 contains 4978 members Mstep: Class 6 contains 4036 members Mstep: Class 7 contains 12771 members Mstep: Class 8 contains 15804 members Mstep: Class 9 contains 671 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2616 members Mstep: Class 12 contains 2658 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9274 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 1572 members Mstep: Class 17 contains 5279 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 1483 members Mstep: Class 20 contains 1663 members Mstep: Class 21 contains 8310 members Mstep: Class 22 contains 5249 members Mstep: Class 23 contains 2376 members Mstep: Class 24 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -2651597.750000 Penalty: 12499.890625 Iteration 73Q: 25 clusters Score -2651598 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1614 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4982 members Mstep: Class 6 contains 4036 members Mstep: Class 7 contains 12767 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 664 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2632 members Mstep: Class 12 contains 2658 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9270 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 1580 members Mstep: Class 17 contains 5279 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 1476 members Mstep: Class 20 contains 1670 members Mstep: Class 21 contains 8322 members Mstep: Class 22 contains 5254 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 1054 members Entering Unmasked Estep ConsiderDeletion Score: -2651613.250000 Penalty: 12499.890625 Iteration 74Q: 25 clusters Score -2651613 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1614 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4985 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 12763 members Mstep: Class 8 contains 15795 members Mstep: Class 9 contains 659 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2641 members Mstep: Class 12 contains 2660 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9269 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 1592 members Mstep: Class 17 contains 5279 members Mstep: Class 18 contains 1428 members Mstep: Class 19 contains 1461 members Mstep: Class 20 contains 1677 members Mstep: Class 21 contains 8332 members Mstep: Class 22 contains 5260 members Mstep: Class 23 contains 2375 members Mstep: Class 24 contains 1032 members Entering Unmasked Estep ConsiderDeletion Score: -2651630.000000 Penalty: 12499.890625 Iteration 75Q: 25 clusters Score -2651630 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1614 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4989 members Mstep: Class 6 contains 4034 members Mstep: Class 7 contains 12755 members Mstep: Class 8 contains 15791 members Mstep: Class 9 contains 652 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2654 members Mstep: Class 12 contains 2657 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9266 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 1600 members Mstep: Class 17 contains 5276 members Mstep: Class 18 contains 1426 members Mstep: Class 19 contains 1453 members Mstep: Class 20 contains 1684 members Mstep: Class 21 contains 8350 members Mstep: Class 22 contains 5266 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 1016 members Entering Unmasked Estep ConsiderDeletion Score: -2651652.500000 Penalty: 12499.890625 Iteration 76Q: 25 clusters Score -2651652 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4991 members Mstep: Class 6 contains 4031 members Mstep: Class 7 contains 12750 members Mstep: Class 8 contains 15793 members Mstep: Class 9 contains 649 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2660 members Mstep: Class 12 contains 2654 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9266 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1608 members Mstep: Class 17 contains 5277 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 1443 members Mstep: Class 20 contains 1685 members Mstep: Class 21 contains 8367 members Mstep: Class 22 contains 5270 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 1006 members Entering Unmasked Estep ConsiderDeletion Score: -2651673.000000 Penalty: 12499.890625 Iteration 77Q: 25 clusters Score -2651673 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4994 members Mstep: Class 6 contains 4030 members Mstep: Class 7 contains 12748 members Mstep: Class 8 contains 15792 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2665 members Mstep: Class 12 contains 2653 members Mstep: Class 13 contains 3295 members Mstep: Class 14 contains 9260 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1616 members Mstep: Class 17 contains 5276 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 1431 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 8381 members Mstep: Class 22 contains 5275 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 995 members Entering Unmasked Estep ConsiderDeletion Score: -2651685.000000 Penalty: 12499.890625 Iteration 78Q: 25 clusters Score -2651685 nChanged 71 Entering ConstructFrom: Score: -2651685.000000 Penalty: 12499.890625 Entering ConstructFrom: Trying to split cluster 1 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -24152.208984 Penalty: 299.796143 Iteration 0F: 2 clusters Score -24152.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23532.113281 Penalty: 599.592285 Iteration 0F: 3 clusters Score -23532.11 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -23686.634766 Penalty: 599.592285 Iteration 1F: 3 clusters Score -23686.63 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -23725.595703 Penalty: 599.592285 Iteration 2F: 3 clusters Score -23725.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23749.998047 Penalty: 599.592285 Iteration 3Q: 3 clusters Score -23750 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -23766.873047 Penalty: 599.592285 Iteration 4Q: 3 clusters Score -23766.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -23776.996094 Penalty: 599.592285 Iteration 5Q: 3 clusters Score -23777 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -23782.757812 Penalty: 599.592285 Iteration 6Q: 3 clusters Score -23782.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23787.210938 Penalty: 599.592285 Iteration 7Q: 3 clusters Score -23787.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -23794.078125 Penalty: 599.592285 Iteration 8Q: 3 clusters Score -23794.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23807.427734 Penalty: 599.592285 Iteration 9Q: 3 clusters Score -23807.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -23813.318359 Penalty: 599.592285 Iteration 10Q: 3 clusters Score -23813.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -23817.970703 Penalty: 599.592285 Iteration 11Q: 3 clusters Score -23817.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -23824.277344 Penalty: 599.592285 Iteration 12Q: 3 clusters Score -23824.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -23831.537109 Penalty: 599.592285 Iteration 13Q: 3 clusters Score -23831.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23836.679688 Penalty: 599.592285 Iteration 14Q: 3 clusters Score -23836.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -23838.023438 Penalty: 599.592285 Iteration 15Q: 3 clusters Score -23838.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -23838.599609 Penalty: 599.592285 Iteration 16Q: 3 clusters Score -23838.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23838.669922 Penalty: 599.592285 Iteration 17Q: 3 clusters Score -23838.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23838.669922 Penalty: 599.592285 Iteration 18F: 3 clusters Score -23838.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -100631.812500 Penalty: 365.575714 Iteration 0F: 2 clusters Score -100631.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -98499.101562 Penalty: 731.151428 Iteration 0F: 3 clusters Score -98499.1 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -99185.406250 Penalty: 731.151428 Iteration 1F: 3 clusters Score -99185.41 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -99321.203125 Penalty: 731.151428 Iteration 2F: 3 clusters Score -99321.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -99467.109375 Penalty: 731.151428 Iteration 3F: 3 clusters Score -99467.11 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -99662.765625 Penalty: 731.151428 Iteration 4F: 3 clusters Score -99662.77 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -99853.460938 Penalty: 731.151428 Iteration 5F: 3 clusters Score -99853.46 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -100040.078125 Penalty: 731.151428 Iteration 6F: 3 clusters Score -100040.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -100191.117188 Penalty: 731.151428 Iteration 7F: 3 clusters Score -100191.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -100298.578125 Penalty: 731.151428 Iteration 8Q: 3 clusters Score -100298.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -100388.789062 Penalty: 731.151428 Iteration 9Q: 3 clusters Score -100388.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -100463.757812 Penalty: 731.151428 Iteration 10Q: 3 clusters Score -100463.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -100504.328125 Penalty: 731.151428 Iteration 11Q: 3 clusters Score -100504.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -100541.375000 Penalty: 731.151428 Iteration 12Q: 3 clusters Score -100541.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -100580.617188 Penalty: 731.151428 Iteration 13Q: 3 clusters Score -100580.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -100622.656250 Penalty: 731.151428 Iteration 14Q: 3 clusters Score -100622.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -100650.812500 Penalty: 731.151428 Iteration 15Q: 3 clusters Score -100650.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -100670.476562 Penalty: 731.151428 Iteration 16Q: 3 clusters Score -100670.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -100681.242188 Penalty: 731.151428 Iteration 17Q: 3 clusters Score -100681.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -100686.523438 Penalty: 731.151428 Iteration 18Q: 3 clusters Score -100686.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -100687.929688 Penalty: 731.151428 Iteration 19Q: 3 clusters Score -100687.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -100687.968750 Penalty: 731.151428 Iteration 20F: 3 clusters Score -100688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -100688.562500 Penalty: 731.151428 Iteration 21Q: 3 clusters Score -100688.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -100688.859375 Penalty: 731.151428 Iteration 22Q: 3 clusters Score -100688.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -100689.656250 Penalty: 731.151428 Iteration 23Q: 3 clusters Score -100689.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -100691.710938 Penalty: 731.151428 Iteration 24Q: 3 clusters Score -100691.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -100693.304688 Penalty: 731.151428 Iteration 25Q: 3 clusters Score -100693.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -100694.250000 Penalty: 731.151428 Iteration 26Q: 3 clusters Score -100694.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -100694.757812 Penalty: 731.151428 Iteration 27Q: 3 clusters Score -100694.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -100694.687500 Penalty: 731.151428 Iteration 28Q: 3 clusters Score -100694.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -100694.789062 Penalty: 731.151428 Iteration 29Q: 3 clusters Score -100694.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -100694.789062 Penalty: 731.151428 Iteration 30F: 3 clusters Score -100694.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 628 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 4031 members Mstep: Class 7 contains 12744 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2666 members Mstep: Class 12 contains 2653 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9257 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 5275 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1416 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 8385 members Mstep: Class 22 contains 5280 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 987 members Mstep: Class 25 contains 2458 members Entering Unmasked Estep Score: -2651600.500000 Penalty: 13020.718750 Splitting cluster 2 changes total score from -2651685.000000 to -2651600.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Entering Unmasked Estep Score: -49016.472656 Penalty: 336.028015 Iteration 0F: 2 clusters Score -49016.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -47820.195312 Penalty: 672.056030 Iteration 0F: 3 clusters Score -47820.2 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -48286.769531 Penalty: 672.056030 Iteration 1F: 3 clusters Score -48286.77 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -48402.035156 Penalty: 672.056030 Iteration 2F: 3 clusters Score -48402.04 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -48475.136719 Penalty: 672.056030 Iteration 3F: 3 clusters Score -48475.14 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -48529.257812 Penalty: 672.056030 Iteration 4Q: 3 clusters Score -48529.26 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -48562.230469 Penalty: 672.056030 Iteration 5Q: 3 clusters Score -48562.23 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -48592.902344 Penalty: 672.056030 Iteration 6Q: 3 clusters Score -48592.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -48634.515625 Penalty: 672.056030 Iteration 7Q: 3 clusters Score -48634.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -48658.164062 Penalty: 672.056030 Iteration 8Q: 3 clusters Score -48658.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -48673.132812 Penalty: 672.056030 Iteration 9Q: 3 clusters Score -48673.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -48689.914062 Penalty: 672.056030 Iteration 10Q: 3 clusters Score -48689.91 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -48712.070312 Penalty: 672.056030 Iteration 11Q: 3 clusters Score -48712.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -48721.390625 Penalty: 672.056030 Iteration 12Q: 3 clusters Score -48721.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -48726.058594 Penalty: 672.056030 Iteration 13Q: 3 clusters Score -48726.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -48728.023438 Penalty: 672.056030 Iteration 14Q: 3 clusters Score -48728.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -48729.347656 Penalty: 672.056030 Iteration 15Q: 3 clusters Score -48729.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -48729.652344 Penalty: 672.056030 Iteration 16Q: 3 clusters Score -48729.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -48729.906250 Penalty: 672.056030 Iteration 17Q: 3 clusters Score -48729.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -48730.054688 Penalty: 672.056030 Iteration 18Q: 3 clusters Score -48730.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -48730.054688 Penalty: 672.056030 Iteration 19F: 3 clusters Score -48730.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -10580.697266 Penalty: 298.398010 Iteration 0F: 2 clusters Score -10580.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -10001.122070 Penalty: 596.796021 Iteration 0F: 3 clusters Score -10001.12 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -10322.013672 Penalty: 596.796021 Iteration 1F: 3 clusters Score -10322.01 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -10392.548828 Penalty: 596.796021 Iteration 2F: 3 clusters Score -10392.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -10425.510742 Penalty: 596.796021 Iteration 3F: 3 clusters Score -10425.51 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -10449.699219 Penalty: 596.796021 Iteration 4Q: 3 clusters Score -10449.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -10480.949219 Penalty: 596.796021 Iteration 5Q: 3 clusters Score -10480.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -10510.056641 Penalty: 596.796021 Iteration 6Q: 3 clusters Score -10510.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -10521.881836 Penalty: 596.796021 Iteration 7Q: 3 clusters Score -10521.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -10529.535156 Penalty: 596.796021 Iteration 8Q: 3 clusters Score -10529.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -10535.755859 Penalty: 596.796021 Iteration 9Q: 3 clusters Score -10535.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -10540.750000 Penalty: 596.796021 Iteration 10Q: 3 clusters Score -10540.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -10543.737305 Penalty: 596.796021 Iteration 11Q: 3 clusters Score -10543.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -10544.365234 Penalty: 596.796021 Iteration 12Q: 3 clusters Score -10544.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -10544.573242 Penalty: 596.796021 Iteration 13Q: 3 clusters Score -10544.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -10544.931641 Penalty: 596.796021 Iteration 14Q: 3 clusters Score -10544.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -10544.931641 Penalty: 596.796021 Iteration 15F: 3 clusters Score -10544.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Entering Unmasked Estep Score: -150661.281250 Penalty: 387.486755 Iteration 0F: 2 clusters Score -150661.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -147371.343750 Penalty: 774.973511 Iteration 0F: 3 clusters Score -147371.3 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -148627.453125 Penalty: 774.973511 Iteration 1F: 3 clusters Score -148627.5 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -148884.843750 Penalty: 774.973511 Iteration 2F: 3 clusters Score -148884.8 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -149169.937500 Penalty: 774.973511 Iteration 3F: 3 clusters Score -149169.9 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -149405.875000 Penalty: 774.973511 Iteration 4F: 3 clusters Score -149405.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -149591.890625 Penalty: 774.973511 Iteration 5F: 3 clusters Score -149591.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -149699.921875 Penalty: 774.973511 Iteration 6Q: 3 clusters Score -149699.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -149765.468750 Penalty: 774.973511 Iteration 7Q: 3 clusters Score -149765.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -149793.156250 Penalty: 774.973511 Iteration 8Q: 3 clusters Score -149793.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -149806.640625 Penalty: 774.973511 Iteration 9Q: 3 clusters Score -149806.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -149814.906250 Penalty: 774.973511 Iteration 10Q: 3 clusters Score -149814.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -149821.812500 Penalty: 774.973511 Iteration 11Q: 3 clusters Score -149821.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -149828.781250 Penalty: 774.973511 Iteration 12Q: 3 clusters Score -149828.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -149833.000000 Penalty: 774.973511 Iteration 13Q: 3 clusters Score -149833 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -149835.984375 Penalty: 774.973511 Iteration 14Q: 3 clusters Score -149836 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -149838.906250 Penalty: 774.973511 Iteration 15Q: 3 clusters Score -149838.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -149842.015625 Penalty: 774.973511 Iteration 16Q: 3 clusters Score -149842 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -149844.640625 Penalty: 774.973511 Iteration 17Q: 3 clusters Score -149844.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -149848.015625 Penalty: 774.973511 Iteration 18Q: 3 clusters Score -149848 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -149852.796875 Penalty: 774.973511 Iteration 19Q: 3 clusters Score -149852.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -149855.437500 Penalty: 774.973511 Iteration 20F: 3 clusters Score -149855.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -149856.984375 Penalty: 774.973511 Iteration 21Q: 3 clusters Score -149857 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -149857.812500 Penalty: 774.973511 Iteration 22Q: 3 clusters Score -149857.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -149859.906250 Penalty: 774.973511 Iteration 23Q: 3 clusters Score -149859.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -149860.921875 Penalty: 774.973511 Iteration 24Q: 3 clusters Score -149860.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -149862.171875 Penalty: 774.973511 Iteration 25Q: 3 clusters Score -149862.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -149862.937500 Penalty: 774.973511 Iteration 26Q: 3 clusters Score -149862.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -149863.375000 Penalty: 774.973511 Iteration 27Q: 3 clusters Score -149863.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -149863.984375 Penalty: 774.973511 Iteration 28Q: 3 clusters Score -149864 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -149865.625000 Penalty: 774.973511 Iteration 29Q: 3 clusters Score -149865.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -149866.234375 Penalty: 774.973511 Iteration 30Q: 3 clusters Score -149866.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -149866.953125 Penalty: 774.973511 Iteration 31Q: 3 clusters Score -149867 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -149867.546875 Penalty: 774.973511 Iteration 32Q: 3 clusters Score -149867.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -149868.515625 Penalty: 774.973511 Iteration 33Q: 3 clusters Score -149868.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -149869.687500 Penalty: 774.973511 Iteration 34Q: 3 clusters Score -149869.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -149871.578125 Penalty: 774.973511 Iteration 35Q: 3 clusters Score -149871.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -149874.093750 Penalty: 774.973511 Iteration 36Q: 3 clusters Score -149874.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -149878.734375 Penalty: 774.973511 Iteration 37Q: 3 clusters Score -149878.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -149885.343750 Penalty: 774.973511 Iteration 38Q: 3 clusters Score -149885.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -149887.750000 Penalty: 774.973511 Iteration 39Q: 3 clusters Score -149887.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -149889.906250 Penalty: 774.973511 Iteration 40F: 3 clusters Score -149889.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -149891.703125 Penalty: 774.973511 Iteration 41Q: 3 clusters Score -149891.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -149893.296875 Penalty: 774.973511 Iteration 42Q: 3 clusters Score -149893.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -149894.062500 Penalty: 774.973511 Iteration 43Q: 3 clusters Score -149894.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -149894.515625 Penalty: 774.973511 Iteration 44Q: 3 clusters Score -149894.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -149895.500000 Penalty: 774.973511 Iteration 45Q: 3 clusters Score -149895.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -149896.265625 Penalty: 774.973511 Iteration 46Q: 3 clusters Score -149896.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -149897.109375 Penalty: 774.973511 Iteration 47Q: 3 clusters Score -149897.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -149897.203125 Penalty: 774.973511 Iteration 48Q: 3 clusters Score -149897.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -149898.046875 Penalty: 774.973511 Iteration 49Q: 3 clusters Score -149898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -149898.562500 Penalty: 774.973511 Iteration 50Q: 3 clusters Score -149898.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -149898.328125 Penalty: 774.973511 Iteration 51Q: 3 clusters Score -149898.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -149898.671875 Penalty: 774.973511 Iteration 52Q: 3 clusters Score -149898.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -149898.937500 Penalty: 774.973511 Iteration 53Q: 3 clusters Score -149898.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -149898.703125 Penalty: 774.973511 Iteration 54Q: 3 clusters Score -149898.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -149899.328125 Penalty: 774.973511 Iteration 55Q: 3 clusters Score -149899.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -149899.609375 Penalty: 774.973511 Iteration 56Q: 3 clusters Score -149899.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -149899.578125 Penalty: 774.973511 Iteration 57Q: 3 clusters Score -149899.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -149899.281250 Penalty: 774.973511 Iteration 58Q: 3 clusters Score -149899.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -149899.687500 Penalty: 774.973511 Iteration 59Q: 3 clusters Score -149899.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -149900.140625 Penalty: 774.973511 Iteration 60F: 3 clusters Score -149900.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -149900.453125 Penalty: 774.973511 Iteration 61Q: 3 clusters Score -149900.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -149901.328125 Penalty: 774.973511 Iteration 62Q: 3 clusters Score -149901.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -149901.593750 Penalty: 774.973511 Iteration 63Q: 3 clusters Score -149901.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -149902.000000 Penalty: 774.973511 Iteration 64Q: 3 clusters Score -149902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -149901.937500 Penalty: 774.973511 Iteration 65Q: 3 clusters Score -149901.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -149901.890625 Penalty: 774.973511 Iteration 66Q: 3 clusters Score -149901.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -149901.953125 Penalty: 774.973511 Iteration 67Q: 3 clusters Score -149902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -149902.218750 Penalty: 774.973511 Iteration 68Q: 3 clusters Score -149902.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -149902.421875 Penalty: 774.973511 Iteration 69Q: 3 clusters Score -149902.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -149902.265625 Penalty: 774.973511 Iteration 70Q: 3 clusters Score -149902.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -149902.609375 Penalty: 774.973511 Iteration 71Q: 3 clusters Score -149902.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -149902.843750 Penalty: 774.973511 Iteration 72Q: 3 clusters Score -149902.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -149902.843750 Penalty: 774.973511 Iteration 73Q: 3 clusters Score -149902.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -149903.062500 Penalty: 774.973511 Iteration 74Q: 3 clusters Score -149903.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -149903.140625 Penalty: 774.973511 Iteration 75Q: 3 clusters Score -149903.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -149903.875000 Penalty: 774.973511 Iteration 76Q: 3 clusters Score -149903.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -149903.390625 Penalty: 774.973511 Iteration 77Q: 3 clusters Score -149903.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -149903.843750 Penalty: 774.973511 Iteration 78Q: 3 clusters Score -149903.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -149903.750000 Penalty: 774.973511 Iteration 79Q: 3 clusters Score -149903.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -149904.046875 Penalty: 774.973511 Iteration 80F: 3 clusters Score -149904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -149904.406250 Penalty: 774.973511 Iteration 81Q: 3 clusters Score -149904.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -149904.593750 Penalty: 774.973511 Iteration 82Q: 3 clusters Score -149904.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -149905.359375 Penalty: 774.973511 Iteration 83Q: 3 clusters Score -149905.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -149905.640625 Penalty: 774.973511 Iteration 84Q: 3 clusters Score -149905.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -149907.578125 Penalty: 774.973511 Iteration 85Q: 3 clusters Score -149907.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -149910.031250 Penalty: 774.973511 Iteration 86Q: 3 clusters Score -149910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -149913.484375 Penalty: 774.973511 Iteration 87Q: 3 clusters Score -149913.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -149916.312500 Penalty: 774.973511 Iteration 88Q: 3 clusters Score -149916.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -149918.281250 Penalty: 774.973511 Iteration 89Q: 3 clusters Score -149918.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -149920.546875 Penalty: 774.973511 Iteration 90Q: 3 clusters Score -149920.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -149923.281250 Penalty: 774.973511 Iteration 91Q: 3 clusters Score -149923.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -149928.796875 Penalty: 774.973511 Iteration 92Q: 3 clusters Score -149928.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -149935.906250 Penalty: 774.973511 Iteration 93Q: 3 clusters Score -149935.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -149943.734375 Penalty: 774.973511 Iteration 94Q: 3 clusters Score -149943.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -149949.468750 Penalty: 774.973511 Iteration 95Q: 3 clusters Score -149949.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -149956.265625 Penalty: 774.973511 Iteration 96Q: 3 clusters Score -149956.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -149964.921875 Penalty: 774.973511 Iteration 97Q: 3 clusters Score -149964.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -149971.515625 Penalty: 774.973511 Iteration 98Q: 3 clusters Score -149971.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -149975.140625 Penalty: 774.973511 Iteration 99Q: 3 clusters Score -149975.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -149979.125000 Penalty: 774.973511 Iteration 100F: 3 clusters Score -149979.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -149983.250000 Penalty: 774.973511 Iteration 101Q: 3 clusters Score -149983.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -149987.859375 Penalty: 774.973511 Iteration 102Q: 3 clusters Score -149987.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -149993.265625 Penalty: 774.973511 Iteration 103Q: 3 clusters Score -149993.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -150000.765625 Penalty: 774.973511 Iteration 104Q: 3 clusters Score -150000.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -150014.875000 Penalty: 774.973511 Iteration 105Q: 3 clusters Score -150014.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -150033.000000 Penalty: 774.973511 Iteration 106Q: 3 clusters Score -150033 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -150053.906250 Penalty: 774.973511 Iteration 107Q: 3 clusters Score -150053.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -150076.906250 Penalty: 774.973511 Iteration 108Q: 3 clusters Score -150076.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -150112.453125 Penalty: 774.973511 Iteration 109Q: 3 clusters Score -150112.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -150139.515625 Penalty: 774.973511 Iteration 110Q: 3 clusters Score -150139.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -150161.125000 Penalty: 774.973511 Iteration 111Q: 3 clusters Score -150161.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -150183.406250 Penalty: 774.973511 Iteration 112Q: 3 clusters Score -150183.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -150213.328125 Penalty: 774.973511 Iteration 113Q: 3 clusters Score -150213.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -150243.328125 Penalty: 774.973511 Iteration 114Q: 3 clusters Score -150243.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -150282.250000 Penalty: 774.973511 Iteration 115Q: 3 clusters Score -150282.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -150311.578125 Penalty: 774.973511 Iteration 116Q: 3 clusters Score -150311.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -150342.781250 Penalty: 774.973511 Iteration 117Q: 3 clusters Score -150342.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -150365.265625 Penalty: 774.973511 Iteration 118Q: 3 clusters Score -150365.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -150389.062500 Penalty: 774.973511 Iteration 119Q: 3 clusters Score -150389.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -150415.140625 Penalty: 774.973511 Iteration 120F: 3 clusters Score -150415.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -150426.125000 Penalty: 774.973511 Iteration 121Q: 3 clusters Score -150426.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -150433.875000 Penalty: 774.973511 Iteration 122Q: 3 clusters Score -150433.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -150440.796875 Penalty: 774.973511 Iteration 123Q: 3 clusters Score -150440.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -150446.078125 Penalty: 774.973511 Iteration 124Q: 3 clusters Score -150446.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -150449.640625 Penalty: 774.973511 Iteration 125Q: 3 clusters Score -150449.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -150451.515625 Penalty: 774.973511 Iteration 126Q: 3 clusters Score -150451.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -150454.437500 Penalty: 774.973511 Iteration 127Q: 3 clusters Score -150454.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -150459.468750 Penalty: 774.973511 Iteration 128Q: 3 clusters Score -150459.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -150462.921875 Penalty: 774.973511 Iteration 129Q: 3 clusters Score -150462.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -150467.203125 Penalty: 774.973511 Iteration 130Q: 3 clusters Score -150467.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -150472.250000 Penalty: 774.973511 Iteration 131Q: 3 clusters Score -150472.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -150475.093750 Penalty: 774.973511 Iteration 132Q: 3 clusters Score -150475.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -150476.437500 Penalty: 774.973511 Iteration 133Q: 3 clusters Score -150476.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -150477.203125 Penalty: 774.973511 Iteration 134Q: 3 clusters Score -150477.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -150477.671875 Penalty: 774.973511 Iteration 135Q: 3 clusters Score -150477.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -150478.187500 Penalty: 774.973511 Iteration 136Q: 3 clusters Score -150478.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -150478.281250 Penalty: 774.973511 Iteration 137Q: 3 clusters Score -150478.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -150478.718750 Penalty: 774.973511 Iteration 138Q: 3 clusters Score -150478.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -150479.281250 Penalty: 774.973511 Iteration 139Q: 3 clusters Score -150479.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -150479.421875 Penalty: 774.973511 Iteration 140F: 3 clusters Score -150479.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -150479.140625 Penalty: 774.973511 Iteration 141Q: 3 clusters Score -150479.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -150479.140625 Penalty: 774.973511 Iteration 142F: 3 clusters Score -150479.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Entering Unmasked Estep Score: -128031.390625 Penalty: 377.730530 Iteration 0F: 2 clusters Score -128031.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -125320.273438 Penalty: 755.461060 Iteration 0F: 3 clusters Score -125320.3 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -126323.351562 Penalty: 755.461060 Iteration 1F: 3 clusters Score -126323.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -126528.351562 Penalty: 755.461060 Iteration 2F: 3 clusters Score -126528.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -126780.757812 Penalty: 755.461060 Iteration 3F: 3 clusters Score -126780.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -127013.304688 Penalty: 755.461060 Iteration 4F: 3 clusters Score -127013.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -127218.273438 Penalty: 755.461060 Iteration 5F: 3 clusters Score -127218.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -127381.859375 Penalty: 755.461060 Iteration 6F: 3 clusters Score -127381.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -127482.671875 Penalty: 755.461060 Iteration 7Q: 3 clusters Score -127482.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -127526.695312 Penalty: 755.461060 Iteration 8Q: 3 clusters Score -127526.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -127552.992188 Penalty: 755.461060 Iteration 9Q: 3 clusters Score -127553 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -127566.156250 Penalty: 755.461060 Iteration 10Q: 3 clusters Score -127566.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -127580.257812 Penalty: 755.461060 Iteration 11Q: 3 clusters Score -127580.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -127592.007812 Penalty: 755.461060 Iteration 12Q: 3 clusters Score -127592 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -127599.265625 Penalty: 755.461060 Iteration 13Q: 3 clusters Score -127599.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -127607.117188 Penalty: 755.461060 Iteration 14Q: 3 clusters Score -127607.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -127611.289062 Penalty: 755.461060 Iteration 15Q: 3 clusters Score -127611.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -127615.523438 Penalty: 755.461060 Iteration 16Q: 3 clusters Score -127615.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -127622.375000 Penalty: 755.461060 Iteration 17Q: 3 clusters Score -127622.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -127630.148438 Penalty: 755.461060 Iteration 18Q: 3 clusters Score -127630.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -127640.546875 Penalty: 755.461060 Iteration 19Q: 3 clusters Score -127640.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -127653.937500 Penalty: 755.461060 Iteration 20F: 3 clusters Score -127653.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -127673.695312 Penalty: 755.461060 Iteration 21Q: 3 clusters Score -127673.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -127691.218750 Penalty: 755.461060 Iteration 22Q: 3 clusters Score -127691.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -127712.656250 Penalty: 755.461060 Iteration 23Q: 3 clusters Score -127712.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -127731.023438 Penalty: 755.461060 Iteration 24Q: 3 clusters Score -127731 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -127753.867188 Penalty: 755.461060 Iteration 25Q: 3 clusters Score -127753.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -127780.125000 Penalty: 755.461060 Iteration 26Q: 3 clusters Score -127780.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -127807.960938 Penalty: 755.461060 Iteration 27Q: 3 clusters Score -127808 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -127843.218750 Penalty: 755.461060 Iteration 28Q: 3 clusters Score -127843.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -127881.804688 Penalty: 755.461060 Iteration 29Q: 3 clusters Score -127881.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -127920.562500 Penalty: 755.461060 Iteration 30Q: 3 clusters Score -127920.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -127964.312500 Penalty: 755.461060 Iteration 31Q: 3 clusters Score -127964.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -128016.781250 Penalty: 755.461060 Iteration 32Q: 3 clusters Score -128016.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -128073.046875 Penalty: 755.461060 Iteration 33Q: 3 clusters Score -128073 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -128107.421875 Penalty: 755.461060 Iteration 34Q: 3 clusters Score -128107.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -128126.796875 Penalty: 755.461060 Iteration 35Q: 3 clusters Score -128126.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -128134.445312 Penalty: 755.461060 Iteration 36Q: 3 clusters Score -128134.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -128139.515625 Penalty: 755.461060 Iteration 37Q: 3 clusters Score -128139.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -128141.171875 Penalty: 755.461060 Iteration 38Q: 3 clusters Score -128141.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -128142.671875 Penalty: 755.461060 Iteration 39Q: 3 clusters Score -128142.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -128144.164062 Penalty: 755.461060 Iteration 40F: 3 clusters Score -128144.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -128145.187500 Penalty: 755.461060 Iteration 41Q: 3 clusters Score -128145.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -128146.125000 Penalty: 755.461060 Iteration 42Q: 3 clusters Score -128146.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -128146.257812 Penalty: 755.461060 Iteration 43Q: 3 clusters Score -128146.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -128146.257812 Penalty: 755.461060 Iteration 44F: 3 clusters Score -128146.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 3432 members Mstep: Class 7 contains 12744 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2666 members Mstep: Class 12 contains 2653 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9257 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 5275 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1416 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 8385 members Mstep: Class 22 contains 5280 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 987 members Mstep: Class 25 contains 599 members Entering Unmasked Estep Score: -2651663.250000 Penalty: 13020.718750 Splitting cluster 6 changes total score from -2651685.000000 to -2651663.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (12744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Entering Unmasked Estep Score: -414221.343750 Penalty: 430.103119 Iteration 0F: 2 clusters Score -414221.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -405803.687500 Penalty: 860.206238 Iteration 0F: 3 clusters Score -405803.7 nChanged 5989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -409319.843750 Penalty: 860.206238 Iteration 1F: 3 clusters Score -409319.8 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -409767.593750 Penalty: 860.206238 Iteration 2F: 3 clusters Score -409767.6 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -410423.000000 Penalty: 860.206238 Iteration 3F: 3 clusters Score -410423 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -411225.406250 Penalty: 860.206238 Iteration 4F: 3 clusters Score -411225.4 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -411971.468750 Penalty: 860.206238 Iteration 5F: 3 clusters Score -411971.5 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -412458.531250 Penalty: 860.206238 Iteration 6Q: 3 clusters Score -412458.5 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -412788.218750 Penalty: 860.206238 Iteration 7Q: 3 clusters Score -412788.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -413014.250000 Penalty: 860.206238 Iteration 8Q: 3 clusters Score -413014.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -413184.250000 Penalty: 860.206238 Iteration 9Q: 3 clusters Score -413184.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -413315.718750 Penalty: 860.206238 Iteration 10Q: 3 clusters Score -413315.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -413414.125000 Penalty: 860.206238 Iteration 11Q: 3 clusters Score -413414.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -413509.093750 Penalty: 860.206238 Iteration 12Q: 3 clusters Score -413509.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -413601.343750 Penalty: 860.206238 Iteration 13Q: 3 clusters Score -413601.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -413704.531250 Penalty: 860.206238 Iteration 14Q: 3 clusters Score -413704.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -413755.125000 Penalty: 860.206238 Iteration 15Q: 3 clusters Score -413755.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -413795.031250 Penalty: 860.206238 Iteration 16Q: 3 clusters Score -413795 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -413812.500000 Penalty: 860.206238 Iteration 17Q: 3 clusters Score -413812.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -413826.000000 Penalty: 860.206238 Iteration 18Q: 3 clusters Score -413826 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -413846.562500 Penalty: 860.206238 Iteration 19Q: 3 clusters Score -413846.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -413862.312500 Penalty: 860.206238 Iteration 20F: 3 clusters Score -413862.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -413874.781250 Penalty: 860.206238 Iteration 21Q: 3 clusters Score -413874.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -413883.312500 Penalty: 860.206238 Iteration 22Q: 3 clusters Score -413883.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -413894.062500 Penalty: 860.206238 Iteration 23Q: 3 clusters Score -413894.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -413899.281250 Penalty: 860.206238 Iteration 24Q: 3 clusters Score -413899.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -413901.562500 Penalty: 860.206238 Iteration 25Q: 3 clusters Score -413901.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -413903.375000 Penalty: 860.206238 Iteration 26Q: 3 clusters Score -413903.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -413905.343750 Penalty: 860.206238 Iteration 27Q: 3 clusters Score -413905.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -413906.906250 Penalty: 860.206238 Iteration 28Q: 3 clusters Score -413906.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -413908.031250 Penalty: 860.206238 Iteration 29Q: 3 clusters Score -413908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -413911.062500 Penalty: 860.206238 Iteration 30Q: 3 clusters Score -413911.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -413912.125000 Penalty: 860.206238 Iteration 31Q: 3 clusters Score -413912.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12498 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -413914.250000 Penalty: 860.206238 Iteration 32Q: 3 clusters Score -413914.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -413914.343750 Penalty: 860.206238 Iteration 33Q: 3 clusters Score -413914.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -413914.968750 Penalty: 860.206238 Iteration 34Q: 3 clusters Score -413915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -413915.312500 Penalty: 860.206238 Iteration 35Q: 3 clusters Score -413915.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -413916.437500 Penalty: 860.206238 Iteration 36Q: 3 clusters Score -413916.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -413916.375000 Penalty: 860.206238 Iteration 37Q: 3 clusters Score -413916.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -413918.437500 Penalty: 860.206238 Iteration 38Q: 3 clusters Score -413918.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -413919.718750 Penalty: 860.206238 Iteration 39Q: 3 clusters Score -413919.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -413921.906250 Penalty: 860.206238 Iteration 40F: 3 clusters Score -413921.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -413922.468750 Penalty: 860.206238 Iteration 41Q: 3 clusters Score -413922.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -413922.593750 Penalty: 860.206238 Iteration 42Q: 3 clusters Score -413922.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -413922.593750 Penalty: 860.206238 Iteration 43F: 3 clusters Score -413922.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Entering Unmasked Estep Score: -508792.343750 Penalty: 439.871796 Iteration 0F: 2 clusters Score -508792.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -498229.968750 Penalty: 879.743591 Iteration 0F: 3 clusters Score -498230 nChanged 7474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -502749.187500 Penalty: 879.743591 Iteration 1F: 3 clusters Score -502749.2 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -503223.937500 Penalty: 879.743591 Iteration 2F: 3 clusters Score -503223.9 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -503839.906250 Penalty: 879.743591 Iteration 3F: 3 clusters Score -503839.9 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -504607.750000 Penalty: 879.743591 Iteration 4F: 3 clusters Score -504607.8 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -505527.687500 Penalty: 879.743591 Iteration 5F: 3 clusters Score -505527.7 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13686 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -506490.281250 Penalty: 879.743591 Iteration 6F: 3 clusters Score -506490.3 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -507309.468750 Penalty: 879.743591 Iteration 7F: 3 clusters Score -507309.5 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -507834.781250 Penalty: 879.743591 Iteration 8Q: 3 clusters Score -507834.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -508111.125000 Penalty: 879.743591 Iteration 9Q: 3 clusters Score -508111.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -508258.093750 Penalty: 879.743591 Iteration 10Q: 3 clusters Score -508258.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -508329.218750 Penalty: 879.743591 Iteration 11Q: 3 clusters Score -508329.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15711 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -508368.656250 Penalty: 879.743591 Iteration 12Q: 3 clusters Score -508368.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -508380.125000 Penalty: 879.743591 Iteration 13Q: 3 clusters Score -508380.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15727 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -508390.937500 Penalty: 879.743591 Iteration 14Q: 3 clusters Score -508390.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15728 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -508395.281250 Penalty: 879.743591 Iteration 15Q: 3 clusters Score -508395.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -508399.000000 Penalty: 879.743591 Iteration 16Q: 3 clusters Score -508399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -508405.187500 Penalty: 879.743591 Iteration 17Q: 3 clusters Score -508405.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -508409.593750 Penalty: 879.743591 Iteration 18Q: 3 clusters Score -508409.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -508412.718750 Penalty: 879.743591 Iteration 19Q: 3 clusters Score -508412.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -508412.718750 Penalty: 879.743591 Iteration 20F: 3 clusters Score -508412.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Entering Unmasked Estep Score: -15168.658203 Penalty: 294.350891 Iteration 0F: 2 clusters Score -15168.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -14581.767578 Penalty: 588.701782 Iteration 0F: 3 clusters Score -14581.77 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -14728.904297 Penalty: 588.701782 Iteration 1F: 3 clusters Score -14728.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -14768.147461 Penalty: 588.701782 Iteration 2F: 3 clusters Score -14768.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -14791.350586 Penalty: 588.701782 Iteration 3Q: 3 clusters Score -14791.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -14806.055664 Penalty: 588.701782 Iteration 4Q: 3 clusters Score -14806.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -14822.641602 Penalty: 588.701782 Iteration 5Q: 3 clusters Score -14822.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -14827.912109 Penalty: 588.701782 Iteration 6Q: 3 clusters Score -14827.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -14831.447266 Penalty: 588.701782 Iteration 7Q: 3 clusters Score -14831.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -14833.708984 Penalty: 588.701782 Iteration 8Q: 3 clusters Score -14833.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -14844.032227 Penalty: 588.701782 Iteration 9Q: 3 clusters Score -14844.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -14857.801758 Penalty: 588.701782 Iteration 10Q: 3 clusters Score -14857.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -14865.754883 Penalty: 588.701782 Iteration 11Q: 3 clusters Score -14865.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -14874.791992 Penalty: 588.701782 Iteration 12Q: 3 clusters Score -14874.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -14883.272461 Penalty: 588.701782 Iteration 13Q: 3 clusters Score -14883.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -14890.056641 Penalty: 588.701782 Iteration 14Q: 3 clusters Score -14890.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -14895.163086 Penalty: 588.701782 Iteration 15Q: 3 clusters Score -14895.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -14900.576172 Penalty: 588.701782 Iteration 16Q: 3 clusters Score -14900.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -14902.998047 Penalty: 588.701782 Iteration 17Q: 3 clusters Score -14903 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -14904.803711 Penalty: 588.701782 Iteration 18Q: 3 clusters Score -14904.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -14910.240234 Penalty: 588.701782 Iteration 19Q: 3 clusters Score -14910.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -14923.077148 Penalty: 588.701782 Iteration 20F: 3 clusters Score -14923.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -14932.183594 Penalty: 588.701782 Iteration 21Q: 3 clusters Score -14932.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -14940.352539 Penalty: 588.701782 Iteration 22Q: 3 clusters Score -14940.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -14941.590820 Penalty: 588.701782 Iteration 23Q: 3 clusters Score -14941.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -14945.006836 Penalty: 588.701782 Iteration 24Q: 3 clusters Score -14945.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -14946.686523 Penalty: 588.701782 Iteration 25Q: 3 clusters Score -14946.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -14947.275391 Penalty: 588.701782 Iteration 26Q: 3 clusters Score -14947.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -14947.275391 Penalty: 588.701782 Iteration 27F: 3 clusters Score -14947.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Entering Unmasked Estep Score: -31227.054688 Penalty: 322.636414 Iteration 0F: 2 clusters Score -31227.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -30311.548828 Penalty: 645.272827 Iteration 0F: 3 clusters Score -30311.55 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -30729.699219 Penalty: 645.272827 Iteration 1F: 3 clusters Score -30729.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -30859.080078 Penalty: 645.272827 Iteration 2F: 3 clusters Score -30859.08 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -30920.703125 Penalty: 645.272827 Iteration 3F: 3 clusters Score -30920.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -30960.191406 Penalty: 645.272827 Iteration 4Q: 3 clusters Score -30960.19 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -30982.003906 Penalty: 645.272827 Iteration 5Q: 3 clusters Score -30982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -30995.570312 Penalty: 645.272827 Iteration 6Q: 3 clusters Score -30995.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -31001.693359 Penalty: 645.272827 Iteration 7Q: 3 clusters Score -31001.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -31004.562500 Penalty: 645.272827 Iteration 8Q: 3 clusters Score -31004.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -31005.578125 Penalty: 645.272827 Iteration 9Q: 3 clusters Score -31005.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -31005.578125 Penalty: 645.272827 Iteration 10F: 3 clusters Score -31005.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Entering Unmasked Estep Score: -63473.070312 Penalty: 358.919220 Iteration 0F: 2 clusters Score -63473.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -61594.625000 Penalty: 717.838440 Iteration 0F: 3 clusters Score -61594.62 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -62272.968750 Penalty: 717.838440 Iteration 1F: 3 clusters Score -62272.97 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -62411.218750 Penalty: 717.838440 Iteration 2F: 3 clusters Score -62411.22 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -62534.328125 Penalty: 717.838440 Iteration 3F: 3 clusters Score -62534.33 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -62616.585938 Penalty: 717.838440 Iteration 4F: 3 clusters Score -62616.59 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -62703.730469 Penalty: 717.838440 Iteration 5F: 3 clusters Score -62703.73 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -62781.289062 Penalty: 717.838440 Iteration 6Q: 3 clusters Score -62781.29 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -62844.207031 Penalty: 717.838440 Iteration 7Q: 3 clusters Score -62844.21 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -62888.964844 Penalty: 717.838440 Iteration 8Q: 3 clusters Score -62888.96 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -62918.878906 Penalty: 717.838440 Iteration 9Q: 3 clusters Score -62918.88 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -62942.527344 Penalty: 717.838440 Iteration 10Q: 3 clusters Score -62942.53 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -62961.910156 Penalty: 717.838440 Iteration 11Q: 3 clusters Score -62961.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -62975.261719 Penalty: 717.838440 Iteration 12Q: 3 clusters Score -62975.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -62990.191406 Penalty: 717.838440 Iteration 13Q: 3 clusters Score -62990.19 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -63008.898438 Penalty: 717.838440 Iteration 14Q: 3 clusters Score -63008.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -63033.261719 Penalty: 717.838440 Iteration 15Q: 3 clusters Score -63033.26 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -63056.703125 Penalty: 717.838440 Iteration 16Q: 3 clusters Score -63056.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -63075.695312 Penalty: 717.838440 Iteration 17Q: 3 clusters Score -63075.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -63087.464844 Penalty: 717.838440 Iteration 18Q: 3 clusters Score -63087.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -63092.781250 Penalty: 717.838440 Iteration 19Q: 3 clusters Score -63092.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -63096.757812 Penalty: 717.838440 Iteration 20F: 3 clusters Score -63096.76 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -63101.171875 Penalty: 717.838440 Iteration 21Q: 3 clusters Score -63101.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -63102.484375 Penalty: 717.838440 Iteration 22Q: 3 clusters Score -63102.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -63104.812500 Penalty: 717.838440 Iteration 23Q: 3 clusters Score -63104.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -63106.964844 Penalty: 717.838440 Iteration 24Q: 3 clusters Score -63106.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -63108.828125 Penalty: 717.838440 Iteration 25Q: 3 clusters Score -63108.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -63109.761719 Penalty: 717.838440 Iteration 26Q: 3 clusters Score -63109.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -63111.664062 Penalty: 717.838440 Iteration 27Q: 3 clusters Score -63111.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -63113.585938 Penalty: 717.838440 Iteration 28Q: 3 clusters Score -63113.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -63115.332031 Penalty: 717.838440 Iteration 29Q: 3 clusters Score -63115.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -63115.855469 Penalty: 717.838440 Iteration 30Q: 3 clusters Score -63115.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -63116.332031 Penalty: 717.838440 Iteration 31Q: 3 clusters Score -63116.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -63116.636719 Penalty: 717.838440 Iteration 32Q: 3 clusters Score -63116.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -63116.636719 Penalty: 717.838440 Iteration 33F: 3 clusters Score -63116.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -83624.304688 Penalty: 358.696808 Iteration 0F: 2 clusters Score -83624.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -81747.140625 Penalty: 717.393616 Iteration 0F: 3 clusters Score -81747.14 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -82414.875000 Penalty: 717.393616 Iteration 1F: 3 clusters Score -82414.88 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -82493.539062 Penalty: 717.393616 Iteration 2F: 3 clusters Score -82493.54 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -82558.718750 Penalty: 717.393616 Iteration 3Q: 3 clusters Score -82558.72 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -82636.007812 Penalty: 717.393616 Iteration 4Q: 3 clusters Score -82636.01 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -82732.492188 Penalty: 717.393616 Iteration 5F: 3 clusters Score -82732.49 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -82867.023438 Penalty: 717.393616 Iteration 6F: 3 clusters Score -82867.02 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -82976.218750 Penalty: 717.393616 Iteration 7F: 3 clusters Score -82976.22 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -83038.460938 Penalty: 717.393616 Iteration 8Q: 3 clusters Score -83038.46 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -83097.375000 Penalty: 717.393616 Iteration 9Q: 3 clusters Score -83097.38 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -83137.882812 Penalty: 717.393616 Iteration 10Q: 3 clusters Score -83137.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -83167.296875 Penalty: 717.393616 Iteration 11Q: 3 clusters Score -83167.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -83188.445312 Penalty: 717.393616 Iteration 12Q: 3 clusters Score -83188.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -83211.820312 Penalty: 717.393616 Iteration 13Q: 3 clusters Score -83211.82 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -83230.882812 Penalty: 717.393616 Iteration 14Q: 3 clusters Score -83230.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -83243.335938 Penalty: 717.393616 Iteration 15Q: 3 clusters Score -83243.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -83256.570312 Penalty: 717.393616 Iteration 16Q: 3 clusters Score -83256.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -83268.234375 Penalty: 717.393616 Iteration 17Q: 3 clusters Score -83268.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -83276.953125 Penalty: 717.393616 Iteration 18Q: 3 clusters Score -83276.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -83283.125000 Penalty: 717.393616 Iteration 19Q: 3 clusters Score -83283.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -83287.093750 Penalty: 717.393616 Iteration 20F: 3 clusters Score -83287.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -83290.921875 Penalty: 717.393616 Iteration 21Q: 3 clusters Score -83290.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -83292.890625 Penalty: 717.393616 Iteration 22Q: 3 clusters Score -83292.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -83294.054688 Penalty: 717.393616 Iteration 23Q: 3 clusters Score -83294.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -83295.679688 Penalty: 717.393616 Iteration 24Q: 3 clusters Score -83295.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -83297.125000 Penalty: 717.393616 Iteration 25Q: 3 clusters Score -83297.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -83297.726562 Penalty: 717.393616 Iteration 26Q: 3 clusters Score -83297.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -83298.281250 Penalty: 717.393616 Iteration 27Q: 3 clusters Score -83298.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -83299.140625 Penalty: 717.393616 Iteration 28Q: 3 clusters Score -83299.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -83299.140625 Penalty: 717.393616 Iteration 29F: 3 clusters Score -83299.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Entering Unmasked Estep Score: -102809.710938 Penalty: 368.529724 Iteration 0F: 2 clusters Score -102809.7 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 1655 members Entering Unmasked Estep Score: -100511.679688 Penalty: 737.059448 Iteration 0F: 3 clusters Score -100511.7 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -101330.937500 Penalty: 737.059448 Iteration 1F: 3 clusters Score -101330.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -101443.851562 Penalty: 737.059448 Iteration 2F: 3 clusters Score -101443.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -101564.210938 Penalty: 737.059448 Iteration 3F: 3 clusters Score -101564.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -101692.546875 Penalty: 737.059448 Iteration 4F: 3 clusters Score -101692.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -101823.757812 Penalty: 737.059448 Iteration 5F: 3 clusters Score -101823.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -101938.062500 Penalty: 737.059448 Iteration 6Q: 3 clusters Score -101938.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -102041.828125 Penalty: 737.059448 Iteration 7Q: 3 clusters Score -102041.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -102097.718750 Penalty: 737.059448 Iteration 8Q: 3 clusters Score -102097.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -102144.617188 Penalty: 737.059448 Iteration 9Q: 3 clusters Score -102144.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -102180.875000 Penalty: 737.059448 Iteration 10Q: 3 clusters Score -102180.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -102224.515625 Penalty: 737.059448 Iteration 11Q: 3 clusters Score -102224.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -102253.195312 Penalty: 737.059448 Iteration 12Q: 3 clusters Score -102253.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -102283.460938 Penalty: 737.059448 Iteration 13Q: 3 clusters Score -102283.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -102315.578125 Penalty: 737.059448 Iteration 14Q: 3 clusters Score -102315.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -102345.921875 Penalty: 737.059448 Iteration 15Q: 3 clusters Score -102345.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -102367.218750 Penalty: 737.059448 Iteration 16Q: 3 clusters Score -102367.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -102387.484375 Penalty: 737.059448 Iteration 17Q: 3 clusters Score -102387.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -102403.093750 Penalty: 737.059448 Iteration 18Q: 3 clusters Score -102403.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -102415.515625 Penalty: 737.059448 Iteration 19Q: 3 clusters Score -102415.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -102423.085938 Penalty: 737.059448 Iteration 20F: 3 clusters Score -102423.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -102427.601562 Penalty: 737.059448 Iteration 21Q: 3 clusters Score -102427.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -102434.226562 Penalty: 737.059448 Iteration 22Q: 3 clusters Score -102434.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -102444.375000 Penalty: 737.059448 Iteration 23Q: 3 clusters Score -102444.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -102456.703125 Penalty: 737.059448 Iteration 24Q: 3 clusters Score -102456.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -102464.937500 Penalty: 737.059448 Iteration 25Q: 3 clusters Score -102464.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -102470.078125 Penalty: 737.059448 Iteration 26Q: 3 clusters Score -102470.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -102479.320312 Penalty: 737.059448 Iteration 27Q: 3 clusters Score -102479.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -102491.835938 Penalty: 737.059448 Iteration 28Q: 3 clusters Score -102491.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -102501.218750 Penalty: 737.059448 Iteration 29Q: 3 clusters Score -102501.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -102510.421875 Penalty: 737.059448 Iteration 30Q: 3 clusters Score -102510.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -102517.187500 Penalty: 737.059448 Iteration 31Q: 3 clusters Score -102517.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -102523.976562 Penalty: 737.059448 Iteration 32Q: 3 clusters Score -102524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -102528.914062 Penalty: 737.059448 Iteration 33Q: 3 clusters Score -102528.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -102532.843750 Penalty: 737.059448 Iteration 34Q: 3 clusters Score -102532.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -102537.375000 Penalty: 737.059448 Iteration 35Q: 3 clusters Score -102537.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -102538.539062 Penalty: 737.059448 Iteration 36Q: 3 clusters Score -102538.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -102539.304688 Penalty: 737.059448 Iteration 37Q: 3 clusters Score -102539.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -102539.304688 Penalty: 737.059448 Iteration 38F: 3 clusters Score -102539.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Entering Unmasked Estep Score: -311017.312500 Penalty: 415.557648 Iteration 0F: 2 clusters Score -311017.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -304804.843750 Penalty: 831.115295 Iteration 0F: 3 clusters Score -304804.8 nChanged 4330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -307361.812500 Penalty: 831.115295 Iteration 1F: 3 clusters Score -307361.8 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -307848.687500 Penalty: 831.115295 Iteration 2F: 3 clusters Score -307848.7 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -308434.187500 Penalty: 831.115295 Iteration 3F: 3 clusters Score -308434.2 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -309099.062500 Penalty: 831.115295 Iteration 4F: 3 clusters Score -309099.1 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -309741.062500 Penalty: 831.115295 Iteration 5F: 3 clusters Score -309741.1 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -310212.031250 Penalty: 831.115295 Iteration 6F: 3 clusters Score -310212 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -310453.375000 Penalty: 831.115295 Iteration 7Q: 3 clusters Score -310453.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -310544.312500 Penalty: 831.115295 Iteration 8Q: 3 clusters Score -310544.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -310599.687500 Penalty: 831.115295 Iteration 9Q: 3 clusters Score -310599.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -310629.937500 Penalty: 831.115295 Iteration 10Q: 3 clusters Score -310629.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -310642.843750 Penalty: 831.115295 Iteration 11Q: 3 clusters Score -310642.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -310649.125000 Penalty: 831.115295 Iteration 12Q: 3 clusters Score -310649.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -310653.250000 Penalty: 831.115295 Iteration 13Q: 3 clusters Score -310653.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -310654.343750 Penalty: 831.115295 Iteration 14Q: 3 clusters Score -310654.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -310655.187500 Penalty: 831.115295 Iteration 15Q: 3 clusters Score -310655.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -310659.593750 Penalty: 831.115295 Iteration 16Q: 3 clusters Score -310659.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -310662.531250 Penalty: 831.115295 Iteration 17Q: 3 clusters Score -310662.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -310666.625000 Penalty: 831.115295 Iteration 18Q: 3 clusters Score -310666.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -310672.375000 Penalty: 831.115295 Iteration 19Q: 3 clusters Score -310672.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -310674.125000 Penalty: 831.115295 Iteration 20F: 3 clusters Score -310674.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -310675.187500 Penalty: 831.115295 Iteration 21Q: 3 clusters Score -310675.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -310675.187500 Penalty: 831.115295 Iteration 22F: 3 clusters Score -310675.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1721 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Entering Unmasked Estep Score: -53117.667969 Penalty: 339.005066 Iteration 0F: 2 clusters Score -53117.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -51889.742188 Penalty: 678.010132 Iteration 0F: 3 clusters Score -51889.74 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -52321.343750 Penalty: 678.010132 Iteration 1F: 3 clusters Score -52321.34 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -52400.265625 Penalty: 678.010132 Iteration 2F: 3 clusters Score -52400.27 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -52465.664062 Penalty: 678.010132 Iteration 3F: 3 clusters Score -52465.66 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -52517.210938 Penalty: 678.010132 Iteration 4Q: 3 clusters Score -52517.21 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -52554.906250 Penalty: 678.010132 Iteration 5Q: 3 clusters Score -52554.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -52582.078125 Penalty: 678.010132 Iteration 6Q: 3 clusters Score -52582.08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -52603.054688 Penalty: 678.010132 Iteration 7Q: 3 clusters Score -52603.05 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -52627.343750 Penalty: 678.010132 Iteration 8Q: 3 clusters Score -52627.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -52639.132812 Penalty: 678.010132 Iteration 9Q: 3 clusters Score -52639.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -52648.132812 Penalty: 678.010132 Iteration 10Q: 3 clusters Score -52648.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -52658.441406 Penalty: 678.010132 Iteration 11Q: 3 clusters Score -52658.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -52666.058594 Penalty: 678.010132 Iteration 12Q: 3 clusters Score -52666.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -52669.589844 Penalty: 678.010132 Iteration 13Q: 3 clusters Score -52669.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -52671.792969 Penalty: 678.010132 Iteration 14Q: 3 clusters Score -52671.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -52674.792969 Penalty: 678.010132 Iteration 15Q: 3 clusters Score -52674.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -52678.839844 Penalty: 678.010132 Iteration 16Q: 3 clusters Score -52678.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -52682.906250 Penalty: 678.010132 Iteration 17Q: 3 clusters Score -52682.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -52684.738281 Penalty: 678.010132 Iteration 18Q: 3 clusters Score -52684.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -52686.257812 Penalty: 678.010132 Iteration 19Q: 3 clusters Score -52686.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -52687.410156 Penalty: 678.010132 Iteration 20F: 3 clusters Score -52687.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -52689.343750 Penalty: 678.010132 Iteration 21Q: 3 clusters Score -52689.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -52691.402344 Penalty: 678.010132 Iteration 22Q: 3 clusters Score -52691.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -52692.746094 Penalty: 678.010132 Iteration 23Q: 3 clusters Score -52692.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -52693.421875 Penalty: 678.010132 Iteration 24Q: 3 clusters Score -52693.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -52693.750000 Penalty: 678.010132 Iteration 25Q: 3 clusters Score -52693.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -52694.562500 Penalty: 678.010132 Iteration 26Q: 3 clusters Score -52694.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -52697.000000 Penalty: 678.010132 Iteration 27Q: 3 clusters Score -52697 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -52698.839844 Penalty: 678.010132 Iteration 28Q: 3 clusters Score -52698.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -52699.921875 Penalty: 678.010132 Iteration 29Q: 3 clusters Score -52699.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -52701.335938 Penalty: 678.010132 Iteration 30Q: 3 clusters Score -52701.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -52705.132812 Penalty: 678.010132 Iteration 31Q: 3 clusters Score -52705.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -52706.367188 Penalty: 678.010132 Iteration 32Q: 3 clusters Score -52706.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -52710.058594 Penalty: 678.010132 Iteration 33Q: 3 clusters Score -52710.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -52714.378906 Penalty: 678.010132 Iteration 34Q: 3 clusters Score -52714.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -52716.605469 Penalty: 678.010132 Iteration 35Q: 3 clusters Score -52716.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -52718.781250 Penalty: 678.010132 Iteration 36Q: 3 clusters Score -52718.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -52722.191406 Penalty: 678.010132 Iteration 37Q: 3 clusters Score -52722.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -52724.804688 Penalty: 678.010132 Iteration 38Q: 3 clusters Score -52724.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -52729.003906 Penalty: 678.010132 Iteration 39Q: 3 clusters Score -52729 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -52736.621094 Penalty: 678.010132 Iteration 40F: 3 clusters Score -52736.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -52742.195312 Penalty: 678.010132 Iteration 41Q: 3 clusters Score -52742.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -52748.625000 Penalty: 678.010132 Iteration 42Q: 3 clusters Score -52748.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -52752.843750 Penalty: 678.010132 Iteration 43Q: 3 clusters Score -52752.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -52754.046875 Penalty: 678.010132 Iteration 44Q: 3 clusters Score -52754.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -52754.511719 Penalty: 678.010132 Iteration 45Q: 3 clusters Score -52754.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -52755.128906 Penalty: 678.010132 Iteration 46Q: 3 clusters Score -52755.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -52756.109375 Penalty: 678.010132 Iteration 47Q: 3 clusters Score -52756.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -52756.453125 Penalty: 678.010132 Iteration 48Q: 3 clusters Score -52756.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -52756.937500 Penalty: 678.010132 Iteration 49Q: 3 clusters Score -52756.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -52757.683594 Penalty: 678.010132 Iteration 50Q: 3 clusters Score -52757.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -52758.101562 Penalty: 678.010132 Iteration 51Q: 3 clusters Score -52758.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -52759.515625 Penalty: 678.010132 Iteration 52Q: 3 clusters Score -52759.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -52761.050781 Penalty: 678.010132 Iteration 53Q: 3 clusters Score -52761.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -52762.000000 Penalty: 678.010132 Iteration 54Q: 3 clusters Score -52762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -52762.675781 Penalty: 678.010132 Iteration 55Q: 3 clusters Score -52762.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -52764.535156 Penalty: 678.010132 Iteration 56Q: 3 clusters Score -52764.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -52766.644531 Penalty: 678.010132 Iteration 57Q: 3 clusters Score -52766.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -52768.957031 Penalty: 678.010132 Iteration 58Q: 3 clusters Score -52768.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -52773.191406 Penalty: 678.010132 Iteration 59Q: 3 clusters Score -52773.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -52774.632812 Penalty: 678.010132 Iteration 60F: 3 clusters Score -52774.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -52776.570312 Penalty: 678.010132 Iteration 61Q: 3 clusters Score -52776.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -52779.851562 Penalty: 678.010132 Iteration 62Q: 3 clusters Score -52779.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -52782.308594 Penalty: 678.010132 Iteration 63Q: 3 clusters Score -52782.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -52783.992188 Penalty: 678.010132 Iteration 64Q: 3 clusters Score -52783.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -52784.750000 Penalty: 678.010132 Iteration 65Q: 3 clusters Score -52784.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -52784.960938 Penalty: 678.010132 Iteration 66Q: 3 clusters Score -52784.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -52784.960938 Penalty: 678.010132 Iteration 67F: 3 clusters Score -52784.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -46099.363281 Penalty: 336.421478 Iteration 0F: 2 clusters Score -46099.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -44935.863281 Penalty: 672.842957 Iteration 0F: 3 clusters Score -44935.86 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -45321.597656 Penalty: 672.842957 Iteration 1F: 3 clusters Score -45321.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -45391.988281 Penalty: 672.842957 Iteration 2F: 3 clusters Score -45391.99 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -45452.402344 Penalty: 672.842957 Iteration 3F: 3 clusters Score -45452.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -45509.433594 Penalty: 672.842957 Iteration 4F: 3 clusters Score -45509.43 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -45574.589844 Penalty: 672.842957 Iteration 5F: 3 clusters Score -45574.59 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -45653.757812 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -45653.76 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -45701.765625 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -45701.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -45723.777344 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -45723.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -45740.117188 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -45740.12 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -45768.398438 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -45768.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -45789.019531 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -45789.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -45800.906250 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -45800.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -45812.808594 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -45812.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -45818.695312 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -45818.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -45825.625000 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -45825.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -45833.425781 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -45833.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -45839.652344 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -45839.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -45850.273438 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -45850.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -45860.304688 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -45860.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -45873.453125 Penalty: 672.842957 Iteration 20F: 3 clusters Score -45873.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -45881.121094 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -45881.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -45887.406250 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -45887.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -45892.105469 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -45892.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -45896.464844 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -45896.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -45897.312500 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -45897.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -45897.800781 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -45897.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -45900.035156 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -45900.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -45903.167969 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -45903.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -45905.191406 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -45905.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -45908.121094 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -45908.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -45914.492188 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -45914.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -45916.542969 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -45916.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -45920.023438 Penalty: 672.842957 Iteration 33Q: 3 clusters Score -45920.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -45920.988281 Penalty: 672.842957 Iteration 34Q: 3 clusters Score -45920.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -45922.828125 Penalty: 672.842957 Iteration 35Q: 3 clusters Score -45922.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -45924.984375 Penalty: 672.842957 Iteration 36Q: 3 clusters Score -45924.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -45926.355469 Penalty: 672.842957 Iteration 37Q: 3 clusters Score -45926.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -45930.625000 Penalty: 672.842957 Iteration 38Q: 3 clusters Score -45930.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -45933.453125 Penalty: 672.842957 Iteration 39Q: 3 clusters Score -45933.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -45933.453125 Penalty: 672.842957 Iteration 40F: 3 clusters Score -45933.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Entering Unmasked Estep Score: -168645.140625 Penalty: 389.968384 Iteration 0F: 2 clusters Score -168645.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -165090.218750 Penalty: 779.936768 Iteration 0F: 3 clusters Score -165090.2 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -166518.031250 Penalty: 779.936768 Iteration 1F: 3 clusters Score -166518 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -166746.640625 Penalty: 779.936768 Iteration 2F: 3 clusters Score -166746.6 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -167039.015625 Penalty: 779.936768 Iteration 3F: 3 clusters Score -167039 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -167426.609375 Penalty: 779.936768 Iteration 4F: 3 clusters Score -167426.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -167731.187500 Penalty: 779.936768 Iteration 5F: 3 clusters Score -167731.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -167928.687500 Penalty: 779.936768 Iteration 6Q: 3 clusters Score -167928.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -168058.437500 Penalty: 779.936768 Iteration 7Q: 3 clusters Score -168058.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -168137.390625 Penalty: 779.936768 Iteration 8Q: 3 clusters Score -168137.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -168203.093750 Penalty: 779.936768 Iteration 9Q: 3 clusters Score -168203.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -168245.750000 Penalty: 779.936768 Iteration 10Q: 3 clusters Score -168245.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -168264.515625 Penalty: 779.936768 Iteration 11Q: 3 clusters Score -168264.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -168273.625000 Penalty: 779.936768 Iteration 12Q: 3 clusters Score -168273.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -168282.640625 Penalty: 779.936768 Iteration 13Q: 3 clusters Score -168282.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -168285.671875 Penalty: 779.936768 Iteration 14Q: 3 clusters Score -168285.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -168286.968750 Penalty: 779.936768 Iteration 15Q: 3 clusters Score -168287 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -168290.906250 Penalty: 779.936768 Iteration 16Q: 3 clusters Score -168290.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -168293.046875 Penalty: 779.936768 Iteration 17Q: 3 clusters Score -168293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -168295.531250 Penalty: 779.936768 Iteration 18Q: 3 clusters Score -168295.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -168298.296875 Penalty: 779.936768 Iteration 19Q: 3 clusters Score -168298.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -168303.375000 Penalty: 779.936768 Iteration 20F: 3 clusters Score -168303.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -168309.906250 Penalty: 779.936768 Iteration 21Q: 3 clusters Score -168309.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -168312.328125 Penalty: 779.936768 Iteration 22Q: 3 clusters Score -168312.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -168313.062500 Penalty: 779.936768 Iteration 23Q: 3 clusters Score -168313.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -168313.578125 Penalty: 779.936768 Iteration 24Q: 3 clusters Score -168313.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -168313.750000 Penalty: 779.936768 Iteration 25Q: 3 clusters Score -168313.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -168314.406250 Penalty: 779.936768 Iteration 26Q: 3 clusters Score -168314.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -168314.406250 Penalty: 779.936768 Iteration 27F: 3 clusters Score -168314.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -43528.394531 Penalty: 330.289795 Iteration 0F: 2 clusters Score -43528.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -42448.144531 Penalty: 660.579590 Iteration 0F: 3 clusters Score -42448.14 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -42786.687500 Penalty: 660.579590 Iteration 1F: 3 clusters Score -42786.69 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -42854.546875 Penalty: 660.579590 Iteration 2F: 3 clusters Score -42854.55 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -42905.035156 Penalty: 660.579590 Iteration 3F: 3 clusters Score -42905.04 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -42948.820312 Penalty: 660.579590 Iteration 4Q: 3 clusters Score -42948.82 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -42984.730469 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -42984.73 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -43016.406250 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -43016.41 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -43058.894531 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -43058.89 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -43101.332031 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -43101.33 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -43127.476562 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -43127.48 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -43149.511719 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -43149.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -43161.648438 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -43161.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -43166.507812 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -43166.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -43169.175781 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -43169.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -43170.578125 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -43170.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -43171.031250 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -43171.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -43171.269531 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -43171.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -43171.292969 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -43171.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -43171.445312 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -43171.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -43171.835938 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -43171.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -43171.914062 Penalty: 660.579590 Iteration 20F: 3 clusters Score -43171.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -43171.937500 Penalty: 660.579590 Iteration 21Q: 3 clusters Score -43171.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -43171.937500 Penalty: 660.579590 Iteration 22F: 3 clusters Score -43171.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -42434.082031 Penalty: 330.129395 Iteration 0F: 2 clusters Score -42434.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -41330.832031 Penalty: 660.258789 Iteration 0F: 3 clusters Score -41330.83 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -41718.984375 Penalty: 660.258789 Iteration 1F: 3 clusters Score -41718.98 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -41836.144531 Penalty: 660.258789 Iteration 2F: 3 clusters Score -41836.14 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -41926.667969 Penalty: 660.258789 Iteration 3F: 3 clusters Score -41926.67 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -41989.597656 Penalty: 660.258789 Iteration 4F: 3 clusters Score -41989.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -42039.121094 Penalty: 660.258789 Iteration 5Q: 3 clusters Score -42039.12 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -42087.871094 Penalty: 660.258789 Iteration 6Q: 3 clusters Score -42087.87 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -42158.191406 Penalty: 660.258789 Iteration 7Q: 3 clusters Score -42158.19 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -42247.277344 Penalty: 660.258789 Iteration 8Q: 3 clusters Score -42247.28 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -42330.304688 Penalty: 660.258789 Iteration 9Q: 3 clusters Score -42330.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -42380.253906 Penalty: 660.258789 Iteration 10Q: 3 clusters Score -42380.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -42408.531250 Penalty: 660.258789 Iteration 11Q: 3 clusters Score -42408.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -42415.941406 Penalty: 660.258789 Iteration 12Q: 3 clusters Score -42415.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -42417.464844 Penalty: 660.258789 Iteration 13Q: 3 clusters Score -42417.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42418.324219 Penalty: 660.258789 Iteration 14Q: 3 clusters Score -42418.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42418.324219 Penalty: 660.258789 Iteration 15F: 3 clusters Score -42418.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Entering Unmasked Estep Score: -56488.574219 Penalty: 338.366089 Iteration 0F: 2 clusters Score -56488.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -55249.527344 Penalty: 676.732178 Iteration 0F: 3 clusters Score -55249.53 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -55603.574219 Penalty: 676.732178 Iteration 1F: 3 clusters Score -55603.57 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -55651.105469 Penalty: 676.732178 Iteration 2F: 3 clusters Score -55651.11 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -55683.511719 Penalty: 676.732178 Iteration 3Q: 3 clusters Score -55683.51 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -55707.996094 Penalty: 676.732178 Iteration 4Q: 3 clusters Score -55708 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -55728.585938 Penalty: 676.732178 Iteration 5Q: 3 clusters Score -55728.59 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -55748.460938 Penalty: 676.732178 Iteration 6Q: 3 clusters Score -55748.46 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -55760.417969 Penalty: 676.732178 Iteration 7Q: 3 clusters Score -55760.42 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -55770.769531 Penalty: 676.732178 Iteration 8Q: 3 clusters Score -55770.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -55779.796875 Penalty: 676.732178 Iteration 9Q: 3 clusters Score -55779.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -55786.039062 Penalty: 676.732178 Iteration 10Q: 3 clusters Score -55786.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -55794.011719 Penalty: 676.732178 Iteration 11Q: 3 clusters Score -55794.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -55801.367188 Penalty: 676.732178 Iteration 12Q: 3 clusters Score -55801.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -55809.484375 Penalty: 676.732178 Iteration 13Q: 3 clusters Score -55809.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -55817.722656 Penalty: 676.732178 Iteration 14Q: 3 clusters Score -55817.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -55824.667969 Penalty: 676.732178 Iteration 15Q: 3 clusters Score -55824.67 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -55833.882812 Penalty: 676.732178 Iteration 16Q: 3 clusters Score -55833.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -55843.339844 Penalty: 676.732178 Iteration 17Q: 3 clusters Score -55843.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -55850.785156 Penalty: 676.732178 Iteration 18Q: 3 clusters Score -55850.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -55856.835938 Penalty: 676.732178 Iteration 19Q: 3 clusters Score -55856.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -55864.082031 Penalty: 676.732178 Iteration 20F: 3 clusters Score -55864.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -55873.390625 Penalty: 676.732178 Iteration 21Q: 3 clusters Score -55873.39 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -55890.316406 Penalty: 676.732178 Iteration 22Q: 3 clusters Score -55890.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -55905.128906 Penalty: 676.732178 Iteration 23Q: 3 clusters Score -55905.13 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -55920.527344 Penalty: 676.732178 Iteration 24Q: 3 clusters Score -55920.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -55934.179688 Penalty: 676.732178 Iteration 25Q: 3 clusters Score -55934.18 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -55951.523438 Penalty: 676.732178 Iteration 26Q: 3 clusters Score -55951.52 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -55971.417969 Penalty: 676.732178 Iteration 27Q: 3 clusters Score -55971.42 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -55984.812500 Penalty: 676.732178 Iteration 28Q: 3 clusters Score -55984.81 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -56002.140625 Penalty: 676.732178 Iteration 29Q: 3 clusters Score -56002.14 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -56019.199219 Penalty: 676.732178 Iteration 30Q: 3 clusters Score -56019.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -56031.054688 Penalty: 676.732178 Iteration 31Q: 3 clusters Score -56031.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -56040.562500 Penalty: 676.732178 Iteration 32Q: 3 clusters Score -56040.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -56046.937500 Penalty: 676.732178 Iteration 33Q: 3 clusters Score -56046.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -56055.332031 Penalty: 676.732178 Iteration 34Q: 3 clusters Score -56055.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -56061.039062 Penalty: 676.732178 Iteration 35Q: 3 clusters Score -56061.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -56069.800781 Penalty: 676.732178 Iteration 36Q: 3 clusters Score -56069.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -56076.851562 Penalty: 676.732178 Iteration 37Q: 3 clusters Score -56076.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -56084.140625 Penalty: 676.732178 Iteration 38Q: 3 clusters Score -56084.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -56087.628906 Penalty: 676.732178 Iteration 39Q: 3 clusters Score -56087.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -56090.296875 Penalty: 676.732178 Iteration 40F: 3 clusters Score -56090.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -56090.871094 Penalty: 676.732178 Iteration 41Q: 3 clusters Score -56090.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56091.687500 Penalty: 676.732178 Iteration 42Q: 3 clusters Score -56091.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -56092.062500 Penalty: 676.732178 Iteration 43Q: 3 clusters Score -56092.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -56092.359375 Penalty: 676.732178 Iteration 44Q: 3 clusters Score -56092.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -56093.039062 Penalty: 676.732178 Iteration 45Q: 3 clusters Score -56093.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -56093.269531 Penalty: 676.732178 Iteration 46Q: 3 clusters Score -56093.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -56093.738281 Penalty: 676.732178 Iteration 47Q: 3 clusters Score -56093.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -56093.976562 Penalty: 676.732178 Iteration 48Q: 3 clusters Score -56093.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -56094.140625 Penalty: 676.732178 Iteration 49Q: 3 clusters Score -56094.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -56094.285156 Penalty: 676.732178 Iteration 50Q: 3 clusters Score -56094.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -56094.285156 Penalty: 676.732178 Iteration 51F: 3 clusters Score -56094.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Entering Unmasked Estep Score: -253713.062500 Penalty: 411.056091 Iteration 0F: 2 clusters Score -253713.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -248095.468750 Penalty: 822.112183 Iteration 0F: 3 clusters Score -248095.5 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -250341.875000 Penalty: 822.112183 Iteration 1F: 3 clusters Score -250341.9 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -250591.140625 Penalty: 822.112183 Iteration 2F: 3 clusters Score -250591.1 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -250931.500000 Penalty: 822.112183 Iteration 3F: 3 clusters Score -250931.5 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -251397.625000 Penalty: 822.112183 Iteration 4F: 3 clusters Score -251397.6 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -251974.687500 Penalty: 822.112183 Iteration 5F: 3 clusters Score -251974.7 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -252554.734375 Penalty: 822.112183 Iteration 6F: 3 clusters Score -252554.7 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -252968.921875 Penalty: 822.112183 Iteration 7F: 3 clusters Score -252968.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -253188.968750 Penalty: 822.112183 Iteration 8Q: 3 clusters Score -253189 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -253282.968750 Penalty: 822.112183 Iteration 9Q: 3 clusters Score -253283 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -253325.937500 Penalty: 822.112183 Iteration 10Q: 3 clusters Score -253325.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -253336.750000 Penalty: 822.112183 Iteration 11Q: 3 clusters Score -253336.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -253340.671875 Penalty: 822.112183 Iteration 12Q: 3 clusters Score -253340.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -253342.859375 Penalty: 822.112183 Iteration 13Q: 3 clusters Score -253342.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -253348.921875 Penalty: 822.112183 Iteration 14Q: 3 clusters Score -253348.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -253353.671875 Penalty: 822.112183 Iteration 15Q: 3 clusters Score -253353.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -253358.031250 Penalty: 822.112183 Iteration 16Q: 3 clusters Score -253358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -253358.781250 Penalty: 822.112183 Iteration 17Q: 3 clusters Score -253358.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -253360.171875 Penalty: 822.112183 Iteration 18Q: 3 clusters Score -253360.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -253365.062500 Penalty: 822.112183 Iteration 19Q: 3 clusters Score -253365.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -253366.703125 Penalty: 822.112183 Iteration 20F: 3 clusters Score -253366.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -253367.781250 Penalty: 822.112183 Iteration 21Q: 3 clusters Score -253367.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -253367.781250 Penalty: 822.112183 Iteration 22F: 3 clusters Score -253367.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Entering Unmasked Estep Score: -170644.734375 Penalty: 390.011475 Iteration 0F: 2 clusters Score -170644.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -167119.640625 Penalty: 780.022949 Iteration 0F: 3 clusters Score -167119.6 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -168499.000000 Penalty: 780.022949 Iteration 1F: 3 clusters Score -168499 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -168666.437500 Penalty: 780.022949 Iteration 2F: 3 clusters Score -168666.4 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -168863.640625 Penalty: 780.022949 Iteration 3F: 3 clusters Score -168863.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -169101.828125 Penalty: 780.022949 Iteration 4F: 3 clusters Score -169101.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -169397.781250 Penalty: 780.022949 Iteration 5F: 3 clusters Score -169397.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -169624.890625 Penalty: 780.022949 Iteration 6F: 3 clusters Score -169624.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -169797.953125 Penalty: 780.022949 Iteration 7Q: 3 clusters Score -169798 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -169902.562500 Penalty: 780.022949 Iteration 8Q: 3 clusters Score -169902.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -169981.046875 Penalty: 780.022949 Iteration 9Q: 3 clusters Score -169981 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -170037.921875 Penalty: 780.022949 Iteration 10Q: 3 clusters Score -170037.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -170078.578125 Penalty: 780.022949 Iteration 11Q: 3 clusters Score -170078.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -170107.140625 Penalty: 780.022949 Iteration 12Q: 3 clusters Score -170107.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -170128.812500 Penalty: 780.022949 Iteration 13Q: 3 clusters Score -170128.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -170142.812500 Penalty: 780.022949 Iteration 14Q: 3 clusters Score -170142.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -170149.109375 Penalty: 780.022949 Iteration 15Q: 3 clusters Score -170149.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -170154.796875 Penalty: 780.022949 Iteration 16Q: 3 clusters Score -170154.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -170160.437500 Penalty: 780.022949 Iteration 17Q: 3 clusters Score -170160.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -170163.562500 Penalty: 780.022949 Iteration 18Q: 3 clusters Score -170163.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -170167.265625 Penalty: 780.022949 Iteration 19Q: 3 clusters Score -170167.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -170169.234375 Penalty: 780.022949 Iteration 20F: 3 clusters Score -170169.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -170170.265625 Penalty: 780.022949 Iteration 21Q: 3 clusters Score -170170.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -170172.406250 Penalty: 780.022949 Iteration 22Q: 3 clusters Score -170172.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -170172.734375 Penalty: 780.022949 Iteration 23Q: 3 clusters Score -170172.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -170173.656250 Penalty: 780.022949 Iteration 24Q: 3 clusters Score -170173.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -170175.000000 Penalty: 780.022949 Iteration 25Q: 3 clusters Score -170175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -170175.828125 Penalty: 780.022949 Iteration 26Q: 3 clusters Score -170175.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -170175.781250 Penalty: 780.022949 Iteration 27Q: 3 clusters Score -170175.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -170176.453125 Penalty: 780.022949 Iteration 28Q: 3 clusters Score -170176.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -170176.968750 Penalty: 780.022949 Iteration 29Q: 3 clusters Score -170177 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -170177.609375 Penalty: 780.022949 Iteration 30Q: 3 clusters Score -170177.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -170177.640625 Penalty: 780.022949 Iteration 31Q: 3 clusters Score -170177.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -170177.640625 Penalty: 780.022949 Iteration 32F: 3 clusters Score -170177.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Entering Unmasked Estep Score: -57011.500000 Penalty: 353.641083 Iteration 0F: 2 clusters Score -57011.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -55343.003906 Penalty: 707.282166 Iteration 0F: 3 clusters Score -55343 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -55979.269531 Penalty: 707.282166 Iteration 1F: 3 clusters Score -55979.27 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -56124.359375 Penalty: 707.282166 Iteration 2F: 3 clusters Score -56124.36 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -56257.113281 Penalty: 707.282166 Iteration 3F: 3 clusters Score -56257.11 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -56338.324219 Penalty: 707.282166 Iteration 4F: 3 clusters Score -56338.32 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -56400.308594 Penalty: 707.282166 Iteration 5Q: 3 clusters Score -56400.31 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -56432.621094 Penalty: 707.282166 Iteration 6Q: 3 clusters Score -56432.62 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -56453.675781 Penalty: 707.282166 Iteration 7Q: 3 clusters Score -56453.68 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -56465.832031 Penalty: 707.282166 Iteration 8Q: 3 clusters Score -56465.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -56472.421875 Penalty: 707.282166 Iteration 9Q: 3 clusters Score -56472.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -56479.117188 Penalty: 707.282166 Iteration 10Q: 3 clusters Score -56479.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -56485.605469 Penalty: 707.282166 Iteration 11Q: 3 clusters Score -56485.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -56490.976562 Penalty: 707.282166 Iteration 12Q: 3 clusters Score -56490.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -56493.808594 Penalty: 707.282166 Iteration 13Q: 3 clusters Score -56493.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -56497.289062 Penalty: 707.282166 Iteration 14Q: 3 clusters Score -56497.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -56501.199219 Penalty: 707.282166 Iteration 15Q: 3 clusters Score -56501.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -56504.941406 Penalty: 707.282166 Iteration 16Q: 3 clusters Score -56504.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -56508.832031 Penalty: 707.282166 Iteration 17Q: 3 clusters Score -56508.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -56512.085938 Penalty: 707.282166 Iteration 18Q: 3 clusters Score -56512.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -56514.207031 Penalty: 707.282166 Iteration 19Q: 3 clusters Score -56514.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -56516.257812 Penalty: 707.282166 Iteration 20F: 3 clusters Score -56516.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -56519.078125 Penalty: 707.282166 Iteration 21Q: 3 clusters Score -56519.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -56520.535156 Penalty: 707.282166 Iteration 22Q: 3 clusters Score -56520.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -56522.167969 Penalty: 707.282166 Iteration 23Q: 3 clusters Score -56522.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -56522.851562 Penalty: 707.282166 Iteration 24Q: 3 clusters Score -56522.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -56523.980469 Penalty: 707.282166 Iteration 25Q: 3 clusters Score -56523.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -56525.457031 Penalty: 707.282166 Iteration 26Q: 3 clusters Score -56525.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -56525.949219 Penalty: 707.282166 Iteration 27Q: 3 clusters Score -56525.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -56525.949219 Penalty: 707.282166 Iteration 28F: 3 clusters Score -56525.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Entering Unmasked Estep Score: -31205.105469 Penalty: 313.707489 Iteration 0F: 2 clusters Score -31205.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -30424.572266 Penalty: 627.414978 Iteration 0F: 3 clusters Score -30424.57 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -30619.568359 Penalty: 627.414978 Iteration 1F: 3 clusters Score -30619.57 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -30687.648438 Penalty: 627.414978 Iteration 2F: 3 clusters Score -30687.65 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -30737.894531 Penalty: 627.414978 Iteration 3F: 3 clusters Score -30737.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -30775.222656 Penalty: 627.414978 Iteration 4F: 3 clusters Score -30775.22 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -30805.601562 Penalty: 627.414978 Iteration 5Q: 3 clusters Score -30805.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -30835.228516 Penalty: 627.414978 Iteration 6Q: 3 clusters Score -30835.23 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -30862.302734 Penalty: 627.414978 Iteration 7Q: 3 clusters Score -30862.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -30884.917969 Penalty: 627.414978 Iteration 8Q: 3 clusters Score -30884.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -30897.322266 Penalty: 627.414978 Iteration 9Q: 3 clusters Score -30897.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -30908.882812 Penalty: 627.414978 Iteration 10Q: 3 clusters Score -30908.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -30912.906250 Penalty: 627.414978 Iteration 11Q: 3 clusters Score -30912.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -30913.654297 Penalty: 627.414978 Iteration 12Q: 3 clusters Score -30913.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -30913.986328 Penalty: 627.414978 Iteration 13Q: 3 clusters Score -30913.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -30914.095703 Penalty: 627.414978 Iteration 14Q: 3 clusters Score -30914.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -30914.199219 Penalty: 627.414978 Iteration 15Q: 3 clusters Score -30914.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -30914.378906 Penalty: 627.414978 Iteration 16Q: 3 clusters Score -30914.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -30914.654297 Penalty: 627.414978 Iteration 17Q: 3 clusters Score -30914.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -30914.654297 Penalty: 627.414978 Iteration 18F: 3 clusters Score -30914.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3086 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 705 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 4031 members Mstep: Class 7 contains 12744 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 1201 members Mstep: Class 11 contains 2666 members Mstep: Class 12 contains 2653 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9257 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 5275 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1416 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 8385 members Mstep: Class 22 contains 5280 members Mstep: Class 23 contains 2374 members Mstep: Class 24 contains 987 members Entering Unmasked Estep ConsiderDeletion Score: -2651694.500000 Penalty: 12499.890625 Iteration 79Q: 25 clusters Score -2651694 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3087 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 4028 members Mstep: Class 7 contains 12743 members Mstep: Class 8 contains 15799 members Mstep: Class 9 contains 644 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2672 members Mstep: Class 12 contains 2650 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9252 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1636 members Mstep: Class 17 contains 5271 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1404 members Mstep: Class 20 contains 1707 members Mstep: Class 21 contains 8400 members Mstep: Class 22 contains 5283 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 968 members Entering Unmasked Estep ConsiderDeletion Score: -2651698.000000 Penalty: 12499.890625 Iteration 80F: 25 clusters Score -2651698 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3089 members Mstep: Class 3 contains 1613 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4027 members Mstep: Class 7 contains 12740 members Mstep: Class 8 contains 15797 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 2648 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9249 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1646 members Mstep: Class 17 contains 5269 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1399 members Mstep: Class 20 contains 1716 members Mstep: Class 21 contains 8406 members Mstep: Class 22 contains 5288 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 951 members Entering Unmasked Estep ConsiderDeletion Score: -2651703.000000 Penalty: 12499.890625 Iteration 81Q: 25 clusters Score -2651703 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3088 members Mstep: Class 3 contains 1612 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4026 members Mstep: Class 7 contains 12739 members Mstep: Class 8 contains 15799 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 2648 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9247 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1653 members Mstep: Class 17 contains 5263 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1394 members Mstep: Class 20 contains 1721 members Mstep: Class 21 contains 8412 members Mstep: Class 22 contains 5289 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 948 members Entering Unmasked Estep ConsiderDeletion Score: -2651714.750000 Penalty: 12499.890625 Iteration 82Q: 25 clusters Score -2651715 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3088 members Mstep: Class 3 contains 1611 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4025 members Mstep: Class 7 contains 12739 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2678 members Mstep: Class 12 contains 2650 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9244 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1660 members Mstep: Class 17 contains 5262 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1386 members Mstep: Class 20 contains 1729 members Mstep: Class 21 contains 8420 members Mstep: Class 22 contains 5287 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 938 members Entering Unmasked Estep ConsiderDeletion Score: -2651721.000000 Penalty: 12499.890625 Iteration 83Q: 25 clusters Score -2651721 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3089 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4023 members Mstep: Class 7 contains 12740 members Mstep: Class 8 contains 15794 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2673 members Mstep: Class 12 contains 2653 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9242 members Mstep: Class 15 contains 1721 members Mstep: Class 16 contains 1664 members Mstep: Class 17 contains 5263 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1383 members Mstep: Class 20 contains 1737 members Mstep: Class 21 contains 8432 members Mstep: Class 22 contains 5284 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -2651734.250000 Penalty: 12499.890625 Iteration 84Q: 25 clusters Score -2651734 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3090 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4019 members Mstep: Class 7 contains 12745 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2674 members Mstep: Class 12 contains 2654 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9239 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1667 members Mstep: Class 17 contains 5261 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1739 members Mstep: Class 21 contains 8442 members Mstep: Class 22 contains 5281 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -2651749.750000 Penalty: 12499.890625 Iteration 85Q: 25 clusters Score -2651750 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4017 members Mstep: Class 7 contains 12743 members Mstep: Class 8 contains 15796 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 2659 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9236 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1668 members Mstep: Class 17 contains 5258 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1382 members Mstep: Class 20 contains 1745 members Mstep: Class 21 contains 8452 members Mstep: Class 22 contains 5277 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 901 members Entering Unmasked Estep ConsiderDeletion Score: -2651760.250000 Penalty: 12499.890625 Iteration 86Q: 25 clusters Score -2651760 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4016 members Mstep: Class 7 contains 12743 members Mstep: Class 8 contains 15798 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2680 members Mstep: Class 12 contains 2660 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9233 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1670 members Mstep: Class 17 contains 5257 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1381 members Mstep: Class 20 contains 1750 members Mstep: Class 21 contains 8461 members Mstep: Class 22 contains 5275 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 888 members Entering Unmasked Estep ConsiderDeletion Score: -2651756.000000 Penalty: 12499.890625 Iteration 87Q: 25 clusters Score -2651756 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4016 members Mstep: Class 7 contains 12740 members Mstep: Class 8 contains 15798 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2678 members Mstep: Class 12 contains 2666 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9230 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1671 members Mstep: Class 17 contains 5256 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 1755 members Mstep: Class 21 contains 8467 members Mstep: Class 22 contains 5272 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -2651768.250000 Penalty: 12499.890625 Iteration 88Q: 25 clusters Score -2651768 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4016 members Mstep: Class 7 contains 12735 members Mstep: Class 8 contains 15798 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2674 members Mstep: Class 12 contains 2665 members Mstep: Class 13 contains 3295 members Mstep: Class 14 contains 9230 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1672 members Mstep: Class 17 contains 5254 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1378 members Mstep: Class 20 contains 1759 members Mstep: Class 21 contains 8476 members Mstep: Class 22 contains 5271 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 879 members Entering Unmasked Estep ConsiderDeletion Score: -2651773.750000 Penalty: 12499.890625 Iteration 89Q: 25 clusters Score -2651774 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12733 members Mstep: Class 8 contains 15800 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2673 members Mstep: Class 12 contains 2662 members Mstep: Class 13 contains 3296 members Mstep: Class 14 contains 9230 members Mstep: Class 15 contains 1722 members Mstep: Class 16 contains 1673 members Mstep: Class 17 contains 5254 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 1375 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 8488 members Mstep: Class 22 contains 5267 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 875 members Entering Unmasked Estep ConsiderDeletion Score: -2651778.000000 Penalty: 12499.890625 Iteration 90Q: 25 clusters Score -2651778 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3093 members Mstep: Class 3 contains 1610 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12728 members Mstep: Class 8 contains 15800 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 2660 members Mstep: Class 13 contains 3297 members Mstep: Class 14 contains 9229 members Mstep: Class 15 contains 1723 members Mstep: Class 16 contains 1676 members Mstep: Class 17 contains 5254 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1373 members Mstep: Class 20 contains 1763 members Mstep: Class 21 contains 8496 members Mstep: Class 22 contains 5260 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 873 members Entering Unmasked Estep ConsiderDeletion Score: -2651767.000000 Penalty: 12499.890625 Iteration 91Q: 25 clusters Score -2651767 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1609 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12723 members Mstep: Class 8 contains 15802 members Mstep: Class 9 contains 643 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 2662 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9229 members Mstep: Class 15 contains 1724 members Mstep: Class 16 contains 1678 members Mstep: Class 17 contains 5255 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1369 members Mstep: Class 20 contains 1766 members Mstep: Class 21 contains 8501 members Mstep: Class 22 contains 5251 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 869 members Entering Unmasked Estep ConsiderDeletion Score: -2651776.000000 Penalty: 12499.890625 Iteration 92Q: 25 clusters Score -2651776 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1608 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12718 members Mstep: Class 8 contains 15802 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2680 members Mstep: Class 12 contains 2658 members Mstep: Class 13 contains 3299 members Mstep: Class 14 contains 9229 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1682 members Mstep: Class 17 contains 5254 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1367 members Mstep: Class 20 contains 1770 members Mstep: Class 21 contains 8510 members Mstep: Class 22 contains 5251 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 860 members Entering Unmasked Estep ConsiderDeletion Score: -2651781.500000 Penalty: 12499.890625 Iteration 93Q: 25 clusters Score -2651782 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3094 members Mstep: Class 3 contains 1608 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12711 members Mstep: Class 8 contains 15804 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2680 members Mstep: Class 12 contains 2648 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9231 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1686 members Mstep: Class 17 contains 5253 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1364 members Mstep: Class 20 contains 1776 members Mstep: Class 21 contains 8525 members Mstep: Class 22 contains 5252 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 849 members Entering Unmasked Estep ConsiderDeletion Score: -2651794.250000 Penalty: 12499.890625 Iteration 94Q: 25 clusters Score -2651794 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 3095 members Mstep: Class 3 contains 1608 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12707 members Mstep: Class 8 contains 15806 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2682 members Mstep: Class 12 contains 2637 members Mstep: Class 13 contains 3300 members Mstep: Class 14 contains 9234 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1690 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1358 members Mstep: Class 20 contains 1782 members Mstep: Class 21 contains 8540 members Mstep: Class 22 contains 5249 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 839 members Entering Unmasked Estep ConsiderDeletion Score: -2651808.750000 Penalty: 12499.890625 Iteration 95Q: 25 clusters Score -2651809 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3095 members Mstep: Class 3 contains 1608 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12699 members Mstep: Class 8 contains 15806 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2689 members Mstep: Class 12 contains 2624 members Mstep: Class 13 contains 3300 members Mstep: Class 14 contains 9234 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1696 members Mstep: Class 17 contains 5249 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1354 members Mstep: Class 20 contains 1792 members Mstep: Class 21 contains 8551 members Mstep: Class 22 contains 5247 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -2651821.000000 Penalty: 12499.890625 Iteration 96Q: 25 clusters Score -2651821 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3095 members Mstep: Class 3 contains 1608 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12689 members Mstep: Class 8 contains 15806 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2687 members Mstep: Class 12 contains 2619 members Mstep: Class 13 contains 3300 members Mstep: Class 14 contains 9232 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1700 members Mstep: Class 17 contains 5249 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1350 members Mstep: Class 20 contains 1802 members Mstep: Class 21 contains 8568 members Mstep: Class 22 contains 5245 members Mstep: Class 23 contains 2373 members Mstep: Class 24 contains 824 members Entering Unmasked Estep ConsiderDeletion Score: -2651833.500000 Penalty: 12499.890625 Iteration 97Q: 25 clusters Score -2651834 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3094 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4015 members Mstep: Class 7 contains 12669 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2689 members Mstep: Class 12 contains 2621 members Mstep: Class 13 contains 3298 members Mstep: Class 14 contains 9231 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1702 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1347 members Mstep: Class 20 contains 1820 members Mstep: Class 21 contains 8576 members Mstep: Class 22 contains 5246 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 819 members Entering Unmasked Estep ConsiderDeletion Score: -2651840.500000 Penalty: 12499.890625 Iteration 98Q: 25 clusters Score -2651840 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3095 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12659 members Mstep: Class 8 contains 15809 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2689 members Mstep: Class 12 contains 2619 members Mstep: Class 13 contains 3296 members Mstep: Class 14 contains 9231 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1704 members Mstep: Class 17 contains 5249 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1344 members Mstep: Class 20 contains 1839 members Mstep: Class 21 contains 8584 members Mstep: Class 22 contains 5246 members Mstep: Class 23 contains 2372 members Mstep: Class 24 contains 809 members Entering Unmasked Estep ConsiderDeletion Score: -2651846.500000 Penalty: 12499.890625 Iteration 99Q: 25 clusters Score -2651846 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3096 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12655 members Mstep: Class 8 contains 15807 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2690 members Mstep: Class 12 contains 2614 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9232 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1707 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 1853 members Mstep: Class 21 contains 8591 members Mstep: Class 22 contains 5244 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 801 members Entering Unmasked Estep ConsiderDeletion Score: -2651844.750000 Penalty: 12499.890625 Iteration 100F: 25 clusters Score -2651845 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12651 members Mstep: Class 8 contains 15807 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2692 members Mstep: Class 12 contains 2608 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9228 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1711 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1341 members Mstep: Class 20 contains 1860 members Mstep: Class 21 contains 8595 members Mstep: Class 22 contains 5245 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 793 members Entering Unmasked Estep ConsiderDeletion Score: -2651849.250000 Penalty: 12499.890625 Iteration 101Q: 25 clusters Score -2651849 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3099 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12645 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2694 members Mstep: Class 12 contains 2604 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9225 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 1717 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1868 members Mstep: Class 21 contains 8593 members Mstep: Class 22 contains 5244 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -2651852.250000 Penalty: 12499.890625 Iteration 102Q: 25 clusters Score -2651852 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3100 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12641 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 2694 members Mstep: Class 12 contains 2603 members Mstep: Class 13 contains 3292 members Mstep: Class 14 contains 9224 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 1720 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1872 members Mstep: Class 21 contains 8592 members Mstep: Class 22 contains 5243 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 792 members Entering Unmasked Estep ConsiderDeletion Score: -2651855.500000 Penalty: 12499.890625 Iteration 103Q: 25 clusters Score -2651856 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3099 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12637 members Mstep: Class 8 contains 15809 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2693 members Mstep: Class 12 contains 2599 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9223 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1722 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1875 members Mstep: Class 21 contains 8588 members Mstep: Class 22 contains 5246 members Mstep: Class 23 contains 2370 members Mstep: Class 24 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -2651860.250000 Penalty: 12499.890625 Iteration 104Q: 25 clusters Score -2651860 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12628 members Mstep: Class 8 contains 15809 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2692 members Mstep: Class 12 contains 2600 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9223 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1725 members Mstep: Class 17 contains 5250 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1878 members Mstep: Class 21 contains 8584 members Mstep: Class 22 contains 5249 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 802 members Entering Unmasked Estep ConsiderDeletion Score: -2651857.500000 Penalty: 12499.890625 Iteration 105Q: 25 clusters Score -2651858 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12620 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2599 members Mstep: Class 13 contains 3293 members Mstep: Class 14 contains 9220 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1727 members Mstep: Class 17 contains 5249 members Mstep: Class 18 contains 1420 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1879 members Mstep: Class 21 contains 8587 members Mstep: Class 22 contains 5255 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -2651862.250000 Penalty: 12499.890625 Iteration 106Q: 25 clusters Score -2651862 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12613 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9220 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1728 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1879 members Mstep: Class 21 contains 8589 members Mstep: Class 22 contains 5260 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -2651870.250000 Penalty: 12499.890625 Iteration 107Q: 25 clusters Score -2651870 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12608 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2688 members Mstep: Class 12 contains 2596 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9220 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1729 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1879 members Mstep: Class 21 contains 8590 members Mstep: Class 22 contains 5262 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 810 members Entering Unmasked Estep ConsiderDeletion Score: -2651862.750000 Penalty: 12499.890625 Iteration 108Q: 25 clusters Score -2651863 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12606 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2686 members Mstep: Class 12 contains 2594 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9221 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1729 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1879 members Mstep: Class 21 contains 8592 members Mstep: Class 22 contains 5263 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 811 members Entering Unmasked Estep ConsiderDeletion Score: -2651865.250000 Penalty: 12499.890625 Iteration 109Q: 25 clusters Score -2651865 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2685 members Mstep: Class 12 contains 2595 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9220 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1879 members Mstep: Class 21 contains 8593 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 812 members Entering Unmasked Estep ConsiderDeletion Score: -2651866.500000 Penalty: 12499.890625 Iteration 110Q: 25 clusters Score -2651866 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12601 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2683 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9218 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1880 members Mstep: Class 21 contains 8594 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 813 members Entering Unmasked Estep ConsiderDeletion Score: -2651868.000000 Penalty: 12499.890625 Iteration 111Q: 25 clusters Score -2651868 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2681 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1726 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 5247 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8596 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651869.750000 Penalty: 12499.890625 Iteration 112Q: 25 clusters Score -2651870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2681 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 5247 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8597 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651870.250000 Penalty: 12499.890625 Iteration 113Q: 25 clusters Score -2651870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2679 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 5247 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8599 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651868.250000 Penalty: 12499.890625 Iteration 114Q: 25 clusters Score -2651868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1731 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1340 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8601 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651867.750000 Penalty: 12499.890625 Iteration 115Q: 25 clusters Score -2651868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1731 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8602 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651866.750000 Penalty: 12499.890625 Iteration 116Q: 25 clusters Score -2651867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1732 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8601 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651867.000000 Penalty: 12499.890625 Iteration 117Q: 25 clusters Score -2651867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8600 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651868.750000 Penalty: 12499.890625 Iteration 118Q: 25 clusters Score -2651869 nChanged 0 Entering ConstructFrom: Score: -2651868.750000 Penalty: 12499.890625 Entering ConstructFrom: Trying to split cluster 1 (743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Entering Unmasked Estep Score: -24639.667969 Penalty: 300.786652 Iteration 0F: 2 clusters Score -24639.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -23981.677734 Penalty: 601.573303 Iteration 0F: 3 clusters Score -23981.68 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24171.730469 Penalty: 601.573303 Iteration 1F: 3 clusters Score -24171.73 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -24239.857422 Penalty: 601.573303 Iteration 2F: 3 clusters Score -24239.86 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -24311.513672 Penalty: 601.573303 Iteration 3F: 3 clusters Score -24311.51 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24383.421875 Penalty: 601.573303 Iteration 4F: 3 clusters Score -24383.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -24411.781250 Penalty: 601.573303 Iteration 5Q: 3 clusters Score -24411.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -24419.511719 Penalty: 601.573303 Iteration 6Q: 3 clusters Score -24419.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24426.509766 Penalty: 601.573303 Iteration 7Q: 3 clusters Score -24426.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24441.283203 Penalty: 601.573303 Iteration 8Q: 3 clusters Score -24441.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -24457.691406 Penalty: 601.573303 Iteration 9Q: 3 clusters Score -24457.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24466.009766 Penalty: 601.573303 Iteration 10Q: 3 clusters Score -24466.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24474.359375 Penalty: 601.573303 Iteration 11Q: 3 clusters Score -24474.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -24481.939453 Penalty: 601.573303 Iteration 12Q: 3 clusters Score -24481.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -24488.292969 Penalty: 601.573303 Iteration 13Q: 3 clusters Score -24488.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -24498.798828 Penalty: 601.573303 Iteration 14Q: 3 clusters Score -24498.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -24506.484375 Penalty: 601.573303 Iteration 15Q: 3 clusters Score -24506.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -24509.556641 Penalty: 601.573303 Iteration 16Q: 3 clusters Score -24509.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24511.820312 Penalty: 601.573303 Iteration 17Q: 3 clusters Score -24511.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -24515.949219 Penalty: 601.573303 Iteration 18Q: 3 clusters Score -24515.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -24518.458984 Penalty: 601.573303 Iteration 19Q: 3 clusters Score -24518.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24520.970703 Penalty: 601.573303 Iteration 20F: 3 clusters Score -24520.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -24523.167969 Penalty: 601.573303 Iteration 21Q: 3 clusters Score -24523.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -24524.937500 Penalty: 601.573303 Iteration 22Q: 3 clusters Score -24524.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -24524.937500 Penalty: 601.573303 Iteration 23F: 3 clusters Score -24524.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Entering Unmasked Estep Score: -100948.687500 Penalty: 365.752319 Iteration 0F: 2 clusters Score -100948.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -98768.812500 Penalty: 731.504639 Iteration 0F: 3 clusters Score -98768.81 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -99546.804688 Penalty: 731.504639 Iteration 1F: 3 clusters Score -99546.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -99748.531250 Penalty: 731.504639 Iteration 2F: 3 clusters Score -99748.53 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -100000.867188 Penalty: 731.504639 Iteration 3F: 3 clusters Score -100000.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -100329.054688 Penalty: 731.504639 Iteration 4F: 3 clusters Score -100329.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -100555.664062 Penalty: 731.504639 Iteration 5F: 3 clusters Score -100555.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -100695.414062 Penalty: 731.504639 Iteration 6F: 3 clusters Score -100695.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -100770.828125 Penalty: 731.504639 Iteration 7Q: 3 clusters Score -100770.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -100815.648438 Penalty: 731.504639 Iteration 8Q: 3 clusters Score -100815.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -100846.851562 Penalty: 731.504639 Iteration 9Q: 3 clusters Score -100846.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -100862.671875 Penalty: 731.504639 Iteration 10Q: 3 clusters Score -100862.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -100878.031250 Penalty: 731.504639 Iteration 11Q: 3 clusters Score -100878 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -100901.218750 Penalty: 731.504639 Iteration 12Q: 3 clusters Score -100901.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -100921.203125 Penalty: 731.504639 Iteration 13Q: 3 clusters Score -100921.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -100947.250000 Penalty: 731.504639 Iteration 14Q: 3 clusters Score -100947.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -100968.343750 Penalty: 731.504639 Iteration 15Q: 3 clusters Score -100968.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -100983.953125 Penalty: 731.504639 Iteration 16Q: 3 clusters Score -100984 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -101000.359375 Penalty: 731.504639 Iteration 17Q: 3 clusters Score -101000.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -101006.101562 Penalty: 731.504639 Iteration 18Q: 3 clusters Score -101006.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -101007.968750 Penalty: 731.504639 Iteration 19Q: 3 clusters Score -101008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -101009.312500 Penalty: 731.504639 Iteration 20F: 3 clusters Score -101009.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -101011.484375 Penalty: 731.504639 Iteration 21Q: 3 clusters Score -101011.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -101013.195312 Penalty: 731.504639 Iteration 22Q: 3 clusters Score -101013.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -101014.359375 Penalty: 731.504639 Iteration 23Q: 3 clusters Score -101014.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -101015.257812 Penalty: 731.504639 Iteration 24Q: 3 clusters Score -101015.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -101015.953125 Penalty: 731.504639 Iteration 25Q: 3 clusters Score -101016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -101016.460938 Penalty: 731.504639 Iteration 26Q: 3 clusters Score -101016.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -101016.992188 Penalty: 731.504639 Iteration 27Q: 3 clusters Score -101017 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -101017.156250 Penalty: 731.504639 Iteration 28Q: 3 clusters Score -101017.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -101017.148438 Penalty: 731.504639 Iteration 29Q: 3 clusters Score -101017.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -101017.359375 Penalty: 731.504639 Iteration 30Q: 3 clusters Score -101017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -101017.359375 Penalty: 731.504639 Iteration 31F: 3 clusters Score -101017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 623 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8600 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Mstep: Class 25 contains 2475 members Entering Unmasked Estep Score: -2651779.250000 Penalty: 13020.718750 Splitting cluster 2 changes total score from -2651868.750000 to -2651779.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (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: -48846.582031 Penalty: 335.858337 Iteration 0F: 2 clusters Score -48846.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -47643.507812 Penalty: 671.716675 Iteration 0F: 3 clusters Score -47643.51 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -48030.085938 Penalty: 671.716675 Iteration 1F: 3 clusters Score -48030.09 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -48089.738281 Penalty: 671.716675 Iteration 2F: 3 clusters Score -48089.74 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -48129.921875 Penalty: 671.716675 Iteration 3Q: 3 clusters Score -48129.92 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -48174.843750 Penalty: 671.716675 Iteration 4Q: 3 clusters Score -48174.84 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -48213.285156 Penalty: 671.716675 Iteration 5Q: 3 clusters Score -48213.29 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -48246.695312 Penalty: 671.716675 Iteration 6Q: 3 clusters Score -48246.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -48288.441406 Penalty: 671.716675 Iteration 7Q: 3 clusters Score -48288.44 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -48343.597656 Penalty: 671.716675 Iteration 8Q: 3 clusters Score -48343.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -48385.460938 Penalty: 671.716675 Iteration 9Q: 3 clusters Score -48385.46 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -48428.230469 Penalty: 671.716675 Iteration 10Q: 3 clusters Score -48428.23 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -48467.109375 Penalty: 671.716675 Iteration 11Q: 3 clusters Score -48467.11 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -48492.957031 Penalty: 671.716675 Iteration 12Q: 3 clusters Score -48492.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -48507.492188 Penalty: 671.716675 Iteration 13Q: 3 clusters Score -48507.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -48516.429688 Penalty: 671.716675 Iteration 14Q: 3 clusters Score -48516.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -48521.742188 Penalty: 671.716675 Iteration 15Q: 3 clusters Score -48521.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -48527.078125 Penalty: 671.716675 Iteration 16Q: 3 clusters Score -48527.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -48532.832031 Penalty: 671.716675 Iteration 17Q: 3 clusters Score -48532.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -48541.636719 Penalty: 671.716675 Iteration 18Q: 3 clusters Score -48541.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -48551.148438 Penalty: 671.716675 Iteration 19Q: 3 clusters Score -48551.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -48555.378906 Penalty: 671.716675 Iteration 20F: 3 clusters Score -48555.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -48561.972656 Penalty: 671.716675 Iteration 21Q: 3 clusters Score -48561.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -48567.351562 Penalty: 671.716675 Iteration 22Q: 3 clusters Score -48567.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -48574.769531 Penalty: 671.716675 Iteration 23Q: 3 clusters Score -48574.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -48581.367188 Penalty: 671.716675 Iteration 24Q: 3 clusters Score -48581.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -48583.363281 Penalty: 671.716675 Iteration 25Q: 3 clusters Score -48583.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -48583.808594 Penalty: 671.716675 Iteration 26Q: 3 clusters Score -48583.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -48584.550781 Penalty: 671.716675 Iteration 27Q: 3 clusters Score -48584.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -48585.828125 Penalty: 671.716675 Iteration 28Q: 3 clusters Score -48585.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -48586.042969 Penalty: 671.716675 Iteration 29Q: 3 clusters Score -48586.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -48586.042969 Penalty: 671.716675 Iteration 30F: 3 clusters Score -48586.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -10564.520508 Penalty: 298.333405 Iteration 0F: 2 clusters Score -10564.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -9958.130859 Penalty: 596.666809 Iteration 0F: 3 clusters Score -9958.131 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -10206.363281 Penalty: 596.666809 Iteration 1F: 3 clusters Score -10206.36 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -10273.384766 Penalty: 596.666809 Iteration 2F: 3 clusters Score -10273.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -10313.549805 Penalty: 596.666809 Iteration 3F: 3 clusters Score -10313.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -10334.549805 Penalty: 596.666809 Iteration 4Q: 3 clusters Score -10334.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -10356.199219 Penalty: 596.666809 Iteration 5Q: 3 clusters Score -10356.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -10374.305664 Penalty: 596.666809 Iteration 6Q: 3 clusters Score -10374.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -10389.811523 Penalty: 596.666809 Iteration 7Q: 3 clusters Score -10389.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -10397.751953 Penalty: 596.666809 Iteration 8Q: 3 clusters Score -10397.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -10407.542969 Penalty: 596.666809 Iteration 9Q: 3 clusters Score -10407.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -10421.183594 Penalty: 596.666809 Iteration 10Q: 3 clusters Score -10421.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -10430.677734 Penalty: 596.666809 Iteration 11Q: 3 clusters Score -10430.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -10438.361328 Penalty: 596.666809 Iteration 12Q: 3 clusters Score -10438.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -10447.893555 Penalty: 596.666809 Iteration 13Q: 3 clusters Score -10447.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -10468.774414 Penalty: 596.666809 Iteration 14Q: 3 clusters Score -10468.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -10485.249023 Penalty: 596.666809 Iteration 15Q: 3 clusters Score -10485.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -10500.572266 Penalty: 596.666809 Iteration 16Q: 3 clusters Score -10500.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -10525.230469 Penalty: 596.666809 Iteration 17Q: 3 clusters Score -10525.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -10532.026367 Penalty: 596.666809 Iteration 18Q: 3 clusters Score -10532.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -10534.598633 Penalty: 596.666809 Iteration 19Q: 3 clusters Score -10534.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -10536.917969 Penalty: 596.666809 Iteration 20F: 3 clusters Score -10536.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -10539.083984 Penalty: 596.666809 Iteration 21Q: 3 clusters Score -10539.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -10541.819336 Penalty: 596.666809 Iteration 22Q: 3 clusters Score -10541.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -10543.913086 Penalty: 596.666809 Iteration 23Q: 3 clusters Score -10543.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -10544.601562 Penalty: 596.666809 Iteration 24Q: 3 clusters Score -10544.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -10545.180664 Penalty: 596.666809 Iteration 25Q: 3 clusters Score -10545.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -10545.573242 Penalty: 596.666809 Iteration 26Q: 3 clusters Score -10545.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -10546.634766 Penalty: 596.666809 Iteration 27Q: 3 clusters Score -10546.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -10547.032227 Penalty: 596.666809 Iteration 28Q: 3 clusters Score -10547.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -10547.032227 Penalty: 596.666809 Iteration 29F: 3 clusters Score -10547.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Entering Unmasked Estep Score: -150706.953125 Penalty: 387.504974 Iteration 0F: 2 clusters Score -150707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -147345.875000 Penalty: 775.009949 Iteration 0F: 3 clusters Score -147345.9 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -148627.718750 Penalty: 775.009949 Iteration 1F: 3 clusters Score -148627.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -148777.234375 Penalty: 775.009949 Iteration 2F: 3 clusters Score -148777.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -148923.937500 Penalty: 775.009949 Iteration 3F: 3 clusters Score -148923.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -149101.562500 Penalty: 775.009949 Iteration 4F: 3 clusters Score -149101.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -149292.875000 Penalty: 775.009949 Iteration 5F: 3 clusters Score -149292.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -149507.015625 Penalty: 775.009949 Iteration 6F: 3 clusters Score -149507 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -149679.593750 Penalty: 775.009949 Iteration 7F: 3 clusters Score -149679.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -149812.531250 Penalty: 775.009949 Iteration 8Q: 3 clusters Score -149812.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -149904.875000 Penalty: 775.009949 Iteration 9Q: 3 clusters Score -149904.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -149962.593750 Penalty: 775.009949 Iteration 10Q: 3 clusters Score -149962.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -150010.656250 Penalty: 775.009949 Iteration 11Q: 3 clusters Score -150010.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -150052.937500 Penalty: 775.009949 Iteration 12Q: 3 clusters Score -150052.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -150094.515625 Penalty: 775.009949 Iteration 13Q: 3 clusters Score -150094.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -150134.343750 Penalty: 775.009949 Iteration 14Q: 3 clusters Score -150134.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -150176.953125 Penalty: 775.009949 Iteration 15Q: 3 clusters Score -150177 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -150224.703125 Penalty: 775.009949 Iteration 16Q: 3 clusters Score -150224.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -150293.953125 Penalty: 775.009949 Iteration 17Q: 3 clusters Score -150294 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -150370.921875 Penalty: 775.009949 Iteration 18Q: 3 clusters Score -150370.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -150434.796875 Penalty: 775.009949 Iteration 19Q: 3 clusters Score -150434.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -150466.343750 Penalty: 775.009949 Iteration 20F: 3 clusters Score -150466.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -150483.453125 Penalty: 775.009949 Iteration 21Q: 3 clusters Score -150483.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -150497.312500 Penalty: 775.009949 Iteration 22Q: 3 clusters Score -150497.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -150504.171875 Penalty: 775.009949 Iteration 23Q: 3 clusters Score -150504.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -150511.171875 Penalty: 775.009949 Iteration 24Q: 3 clusters Score -150511.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -150516.671875 Penalty: 775.009949 Iteration 25Q: 3 clusters Score -150516.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -150518.921875 Penalty: 775.009949 Iteration 26Q: 3 clusters Score -150518.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -150519.796875 Penalty: 775.009949 Iteration 27Q: 3 clusters Score -150519.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -150521.031250 Penalty: 775.009949 Iteration 28Q: 3 clusters Score -150521 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -150521.734375 Penalty: 775.009949 Iteration 29Q: 3 clusters Score -150521.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -150521.984375 Penalty: 775.009949 Iteration 30Q: 3 clusters Score -150522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -150522.593750 Penalty: 775.009949 Iteration 31Q: 3 clusters Score -150522.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -150522.859375 Penalty: 775.009949 Iteration 32Q: 3 clusters Score -150522.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -150523.000000 Penalty: 775.009949 Iteration 33Q: 3 clusters Score -150523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -150523.625000 Penalty: 775.009949 Iteration 34Q: 3 clusters Score -150523.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -150523.484375 Penalty: 775.009949 Iteration 35Q: 3 clusters Score -150523.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -150523.484375 Penalty: 775.009949 Iteration 36F: 3 clusters Score -150523.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Entering Unmasked Estep Score: -127516.867188 Penalty: 377.538239 Iteration 0F: 2 clusters Score -127516.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -124824.773438 Penalty: 755.076477 Iteration 0F: 3 clusters Score -124824.8 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -125896.476562 Penalty: 755.076477 Iteration 1F: 3 clusters Score -125896.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -126092.695312 Penalty: 755.076477 Iteration 2F: 3 clusters Score -126092.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -126292.304688 Penalty: 755.076477 Iteration 3F: 3 clusters Score -126292.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -126550.101562 Penalty: 755.076477 Iteration 4F: 3 clusters Score -126550.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -126813.625000 Penalty: 755.076477 Iteration 5F: 3 clusters Score -126813.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -126995.921875 Penalty: 755.076477 Iteration 6F: 3 clusters Score -126995.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -127135.625000 Penalty: 755.076477 Iteration 7Q: 3 clusters Score -127135.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -127208.890625 Penalty: 755.076477 Iteration 8Q: 3 clusters Score -127208.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -127249.976562 Penalty: 755.076477 Iteration 9Q: 3 clusters Score -127250 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -127271.539062 Penalty: 755.076477 Iteration 10Q: 3 clusters Score -127271.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -127285.484375 Penalty: 755.076477 Iteration 11Q: 3 clusters Score -127285.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -127294.570312 Penalty: 755.076477 Iteration 12Q: 3 clusters Score -127294.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -127304.703125 Penalty: 755.076477 Iteration 13Q: 3 clusters Score -127304.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -127311.250000 Penalty: 755.076477 Iteration 14Q: 3 clusters Score -127311.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -127317.164062 Penalty: 755.076477 Iteration 15Q: 3 clusters Score -127317.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -127322.835938 Penalty: 755.076477 Iteration 16Q: 3 clusters Score -127322.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -127330.132812 Penalty: 755.076477 Iteration 17Q: 3 clusters Score -127330.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -127338.437500 Penalty: 755.076477 Iteration 18Q: 3 clusters Score -127338.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -127345.781250 Penalty: 755.076477 Iteration 19Q: 3 clusters Score -127345.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -127352.734375 Penalty: 755.076477 Iteration 20F: 3 clusters Score -127352.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -127356.460938 Penalty: 755.076477 Iteration 21Q: 3 clusters Score -127356.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -127360.359375 Penalty: 755.076477 Iteration 22Q: 3 clusters Score -127360.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -127364.867188 Penalty: 755.076477 Iteration 23Q: 3 clusters Score -127364.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -127369.273438 Penalty: 755.076477 Iteration 24Q: 3 clusters Score -127369.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -127370.992188 Penalty: 755.076477 Iteration 25Q: 3 clusters Score -127371 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -127372.703125 Penalty: 755.076477 Iteration 26Q: 3 clusters Score -127372.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -127374.195312 Penalty: 755.076477 Iteration 27Q: 3 clusters Score -127374.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -127375.132812 Penalty: 755.076477 Iteration 28Q: 3 clusters Score -127375.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -127376.257812 Penalty: 755.076477 Iteration 29Q: 3 clusters Score -127376.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -127377.609375 Penalty: 755.076477 Iteration 30Q: 3 clusters Score -127377.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -127378.203125 Penalty: 755.076477 Iteration 31Q: 3 clusters Score -127378.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -127378.890625 Penalty: 755.076477 Iteration 32Q: 3 clusters Score -127378.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -127379.906250 Penalty: 755.076477 Iteration 33Q: 3 clusters Score -127379.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -127380.406250 Penalty: 755.076477 Iteration 34Q: 3 clusters Score -127380.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -127380.914062 Penalty: 755.076477 Iteration 35Q: 3 clusters Score -127380.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -127381.351562 Penalty: 755.076477 Iteration 36Q: 3 clusters Score -127381.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -127381.734375 Penalty: 755.076477 Iteration 37Q: 3 clusters Score -127381.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -127381.781250 Penalty: 755.076477 Iteration 38Q: 3 clusters Score -127381.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -127382.054688 Penalty: 755.076477 Iteration 39Q: 3 clusters Score -127382.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -127383.039062 Penalty: 755.076477 Iteration 40F: 3 clusters Score -127383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -127383.046875 Penalty: 755.076477 Iteration 41Q: 3 clusters Score -127383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -127383.046875 Penalty: 755.076477 Iteration 42F: 3 clusters Score -127383 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Entering Unmasked Estep Score: -409881.000000 Penalty: 429.593262 Iteration 0F: 2 clusters Score -409881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -401427.562500 Penalty: 859.186523 Iteration 0F: 3 clusters Score -401427.6 nChanged 5848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -404921.000000 Penalty: 859.186523 Iteration 1F: 3 clusters Score -404921 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -405148.781250 Penalty: 859.186523 Iteration 2F: 3 clusters Score -405148.8 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -405384.187500 Penalty: 859.186523 Iteration 3Q: 3 clusters Score -405384.2 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -405630.312500 Penalty: 859.186523 Iteration 4Q: 3 clusters Score -405630.3 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -405918.531250 Penalty: 859.186523 Iteration 5F: 3 clusters Score -405918.5 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -406222.437500 Penalty: 859.186523 Iteration 6F: 3 clusters Score -406222.4 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -406527.625000 Penalty: 859.186523 Iteration 7F: 3 clusters Score -406527.6 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -406820.187500 Penalty: 859.186523 Iteration 8Q: 3 clusters Score -406820.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -407140.625000 Penalty: 859.186523 Iteration 9Q: 3 clusters Score -407140.6 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -407457.031250 Penalty: 859.186523 Iteration 10Q: 3 clusters Score -407457 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -407798.218750 Penalty: 859.186523 Iteration 11Q: 3 clusters Score -407798.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -408156.156250 Penalty: 859.186523 Iteration 12Q: 3 clusters Score -408156.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -408401.625000 Penalty: 859.186523 Iteration 13Q: 3 clusters Score -408401.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -408549.437500 Penalty: 859.186523 Iteration 14Q: 3 clusters Score -408549.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -408677.500000 Penalty: 859.186523 Iteration 15Q: 3 clusters Score -408677.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -408779.625000 Penalty: 859.186523 Iteration 16Q: 3 clusters Score -408779.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -408890.375000 Penalty: 859.186523 Iteration 17Q: 3 clusters Score -408890.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -408977.625000 Penalty: 859.186523 Iteration 18Q: 3 clusters Score -408977.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -409055.000000 Penalty: 859.186523 Iteration 19Q: 3 clusters Score -409055 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -409121.218750 Penalty: 859.186523 Iteration 20F: 3 clusters Score -409121.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -409175.562500 Penalty: 859.186523 Iteration 21Q: 3 clusters Score -409175.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -409222.500000 Penalty: 859.186523 Iteration 22Q: 3 clusters Score -409222.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -409263.406250 Penalty: 859.186523 Iteration 23Q: 3 clusters Score -409263.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -409304.156250 Penalty: 859.186523 Iteration 24Q: 3 clusters Score -409304.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -409334.750000 Penalty: 859.186523 Iteration 25Q: 3 clusters Score -409334.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -409350.312500 Penalty: 859.186523 Iteration 26Q: 3 clusters Score -409350.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -409364.000000 Penalty: 859.186523 Iteration 27Q: 3 clusters Score -409364 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -409373.218750 Penalty: 859.186523 Iteration 28Q: 3 clusters Score -409373.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -409381.375000 Penalty: 859.186523 Iteration 29Q: 3 clusters Score -409381.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -409388.531250 Penalty: 859.186523 Iteration 30Q: 3 clusters Score -409388.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -409398.625000 Penalty: 859.186523 Iteration 31Q: 3 clusters Score -409398.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -409409.656250 Penalty: 859.186523 Iteration 32Q: 3 clusters Score -409409.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -409421.281250 Penalty: 859.186523 Iteration 33Q: 3 clusters Score -409421.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -409438.781250 Penalty: 859.186523 Iteration 34Q: 3 clusters Score -409438.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -409452.968750 Penalty: 859.186523 Iteration 35Q: 3 clusters Score -409453 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -409464.562500 Penalty: 859.186523 Iteration 36Q: 3 clusters Score -409464.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -409482.562500 Penalty: 859.186523 Iteration 37Q: 3 clusters Score -409482.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -409493.187500 Penalty: 859.186523 Iteration 38Q: 3 clusters Score -409493.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -409498.937500 Penalty: 859.186523 Iteration 39Q: 3 clusters Score -409498.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -409502.218750 Penalty: 859.186523 Iteration 40F: 3 clusters Score -409502.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -409505.625000 Penalty: 859.186523 Iteration 41Q: 3 clusters Score -409505.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -409509.312500 Penalty: 859.186523 Iteration 42Q: 3 clusters Score -409509.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12311 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -409510.281250 Penalty: 859.186523 Iteration 43Q: 3 clusters Score -409510.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12315 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -409511.187500 Penalty: 859.186523 Iteration 44Q: 3 clusters Score -409511.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -409513.500000 Penalty: 859.186523 Iteration 45Q: 3 clusters Score -409513.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -409515.218750 Penalty: 859.186523 Iteration 46Q: 3 clusters Score -409515.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -409515.625000 Penalty: 859.186523 Iteration 47Q: 3 clusters Score -409515.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -409515.562500 Penalty: 859.186523 Iteration 48Q: 3 clusters Score -409515.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -409515.781250 Penalty: 859.186523 Iteration 49Q: 3 clusters Score -409515.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -409515.781250 Penalty: 859.186523 Iteration 50F: 3 clusters Score -409515.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Entering Unmasked Estep Score: -509122.937500 Penalty: 439.906342 Iteration 0F: 2 clusters Score -509122.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -498487.218750 Penalty: 879.812683 Iteration 0F: 3 clusters Score -498487.2 nChanged 7580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -502751.187500 Penalty: 879.812683 Iteration 1F: 3 clusters Score -502751.2 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -503049.125000 Penalty: 879.812683 Iteration 2Q: 3 clusters Score -503049.1 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -503447.687500 Penalty: 879.812683 Iteration 3F: 3 clusters Score -503447.7 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -503963.531250 Penalty: 879.812683 Iteration 4F: 3 clusters Score -503963.5 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -504642.687500 Penalty: 879.812683 Iteration 5F: 3 clusters Score -504642.7 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -505445.468750 Penalty: 879.812683 Iteration 6F: 3 clusters Score -505445.5 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -506104.218750 Penalty: 879.812683 Iteration 7F: 3 clusters Score -506104.2 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -506471.718750 Penalty: 879.812683 Iteration 8Q: 3 clusters Score -506471.7 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -506667.812500 Penalty: 879.812683 Iteration 9Q: 3 clusters Score -506667.8 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -506817.281250 Penalty: 879.812683 Iteration 10Q: 3 clusters Score -506817.3 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -506975.281250 Penalty: 879.812683 Iteration 11Q: 3 clusters Score -506975.3 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -507147.062500 Penalty: 879.812683 Iteration 12Q: 3 clusters Score -507147.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 13706 members Entering Unmasked Estep Score: -507341.218750 Penalty: 879.812683 Iteration 13Q: 3 clusters Score -507341.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -507523.375000 Penalty: 879.812683 Iteration 14Q: 3 clusters Score -507523.4 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -507724.750000 Penalty: 879.812683 Iteration 15Q: 3 clusters Score -507724.8 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -507923.750000 Penalty: 879.812683 Iteration 16Q: 3 clusters Score -507923.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -508120.718750 Penalty: 879.812683 Iteration 17Q: 3 clusters Score -508120.7 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 15233 members Entering Unmasked Estep Score: -508317.000000 Penalty: 879.812683 Iteration 18Q: 3 clusters Score -508317 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -508473.812500 Penalty: 879.812683 Iteration 19Q: 3 clusters Score -508473.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -508589.656250 Penalty: 879.812683 Iteration 20F: 3 clusters Score -508589.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -508672.062500 Penalty: 879.812683 Iteration 21Q: 3 clusters Score -508672.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 15710 members Entering Unmasked Estep Score: -508707.375000 Penalty: 879.812683 Iteration 22Q: 3 clusters Score -508707.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 15724 members Entering Unmasked Estep Score: -508726.312500 Penalty: 879.812683 Iteration 23Q: 3 clusters Score -508726.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 15732 members Entering Unmasked Estep Score: -508733.218750 Penalty: 879.812683 Iteration 24Q: 3 clusters Score -508733.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 15735 members Entering Unmasked Estep Score: -508739.531250 Penalty: 879.812683 Iteration 25Q: 3 clusters Score -508739.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 15739 members Entering Unmasked Estep Score: -508746.187500 Penalty: 879.812683 Iteration 26Q: 3 clusters Score -508746.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -508746.906250 Penalty: 879.812683 Iteration 27Q: 3 clusters Score -508746.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -508747.968750 Penalty: 879.812683 Iteration 28Q: 3 clusters Score -508748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -508751.312500 Penalty: 879.812683 Iteration 29Q: 3 clusters Score -508751.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -508754.843750 Penalty: 879.812683 Iteration 30Q: 3 clusters Score -508754.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -508755.906250 Penalty: 879.812683 Iteration 31Q: 3 clusters Score -508755.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 15740 members Entering Unmasked Estep Score: -508756.343750 Penalty: 879.812683 Iteration 32Q: 3 clusters Score -508756.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -508758.937500 Penalty: 879.812683 Iteration 33Q: 3 clusters Score -508758.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -508759.562500 Penalty: 879.812683 Iteration 34Q: 3 clusters Score -508759.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 15742 members Entering Unmasked Estep Score: -508759.562500 Penalty: 879.812683 Iteration 35F: 3 clusters Score -508759.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Entering Unmasked Estep Score: -15032.140625 Penalty: 293.925659 Iteration 0F: 2 clusters Score -15032.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14458.563477 Penalty: 587.851318 Iteration 0F: 3 clusters Score -14458.56 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -14632.917969 Penalty: 587.851318 Iteration 1F: 3 clusters Score -14632.92 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -14667.950195 Penalty: 587.851318 Iteration 2F: 3 clusters Score -14667.95 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14699.681641 Penalty: 587.851318 Iteration 3F: 3 clusters Score -14699.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -14731.639648 Penalty: 587.851318 Iteration 4F: 3 clusters Score -14731.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -14768.497070 Penalty: 587.851318 Iteration 5F: 3 clusters Score -14768.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -14781.666016 Penalty: 587.851318 Iteration 6Q: 3 clusters Score -14781.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14796.317383 Penalty: 587.851318 Iteration 7Q: 3 clusters Score -14796.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -14807.450195 Penalty: 587.851318 Iteration 8Q: 3 clusters Score -14807.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -14817.118164 Penalty: 587.851318 Iteration 9Q: 3 clusters Score -14817.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -14819.998047 Penalty: 587.851318 Iteration 10Q: 3 clusters Score -14820 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -14820.672852 Penalty: 587.851318 Iteration 11Q: 3 clusters Score -14820.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -14820.941406 Penalty: 587.851318 Iteration 12Q: 3 clusters Score -14820.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -14820.941406 Penalty: 587.851318 Iteration 13F: 3 clusters Score -14820.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Entering Unmasked Estep Score: -31269.728516 Penalty: 322.712097 Iteration 0F: 2 clusters Score -31269.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -30361.509766 Penalty: 645.424194 Iteration 0F: 3 clusters Score -30361.51 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -30789.183594 Penalty: 645.424194 Iteration 1F: 3 clusters Score -30789.18 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -30958.841797 Penalty: 645.424194 Iteration 2F: 3 clusters Score -30958.84 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -31080.277344 Penalty: 645.424194 Iteration 3F: 3 clusters Score -31080.28 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -31119.425781 Penalty: 645.424194 Iteration 4F: 3 clusters Score -31119.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -31140.792969 Penalty: 645.424194 Iteration 5Q: 3 clusters Score -31140.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -31153.734375 Penalty: 645.424194 Iteration 6Q: 3 clusters Score -31153.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -31161.386719 Penalty: 645.424194 Iteration 7Q: 3 clusters Score -31161.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -31165.964844 Penalty: 645.424194 Iteration 8Q: 3 clusters Score -31165.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -31174.904297 Penalty: 645.424194 Iteration 9Q: 3 clusters Score -31174.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -31182.152344 Penalty: 645.424194 Iteration 10Q: 3 clusters Score -31182.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -31185.808594 Penalty: 645.424194 Iteration 11Q: 3 clusters Score -31185.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -31188.046875 Penalty: 645.424194 Iteration 12Q: 3 clusters Score -31188.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -31190.621094 Penalty: 645.424194 Iteration 13Q: 3 clusters Score -31190.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -31191.015625 Penalty: 645.424194 Iteration 14Q: 3 clusters Score -31191.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -31191.435547 Penalty: 645.424194 Iteration 15Q: 3 clusters Score -31191.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -31191.435547 Penalty: 645.424194 Iteration 16F: 3 clusters Score -31191.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Entering Unmasked Estep Score: -63807.042969 Penalty: 359.106567 Iteration 0F: 2 clusters Score -63807.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -61937.308594 Penalty: 718.213135 Iteration 0F: 3 clusters Score -61937.31 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -62617.296875 Penalty: 718.213135 Iteration 1F: 3 clusters Score -62617.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -62748.433594 Penalty: 718.213135 Iteration 2F: 3 clusters Score -62748.43 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -62846.148438 Penalty: 718.213135 Iteration 3F: 3 clusters Score -62846.15 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -62944.500000 Penalty: 718.213135 Iteration 4F: 3 clusters Score -62944.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -63027.031250 Penalty: 718.213135 Iteration 5Q: 3 clusters Score -63027.03 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -63086.847656 Penalty: 718.213135 Iteration 6Q: 3 clusters Score -63086.85 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -63121.613281 Penalty: 718.213135 Iteration 7Q: 3 clusters Score -63121.61 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -63153.765625 Penalty: 718.213135 Iteration 8Q: 3 clusters Score -63153.77 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -63173.269531 Penalty: 718.213135 Iteration 9Q: 3 clusters Score -63173.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -63188.343750 Penalty: 718.213135 Iteration 10Q: 3 clusters Score -63188.34 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -63201.562500 Penalty: 718.213135 Iteration 11Q: 3 clusters Score -63201.56 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -63213.406250 Penalty: 718.213135 Iteration 12Q: 3 clusters Score -63213.41 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -63225.003906 Penalty: 718.213135 Iteration 13Q: 3 clusters Score -63225 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -63235.304688 Penalty: 718.213135 Iteration 14Q: 3 clusters Score -63235.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -63244.050781 Penalty: 718.213135 Iteration 15Q: 3 clusters Score -63244.05 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -63255.074219 Penalty: 718.213135 Iteration 16Q: 3 clusters Score -63255.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -63273.042969 Penalty: 718.213135 Iteration 17Q: 3 clusters Score -63273.04 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -63303.640625 Penalty: 718.213135 Iteration 18Q: 3 clusters Score -63303.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -63324.300781 Penalty: 718.213135 Iteration 19Q: 3 clusters Score -63324.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -63340.496094 Penalty: 718.213135 Iteration 20F: 3 clusters Score -63340.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -63347.066406 Penalty: 718.213135 Iteration 21Q: 3 clusters Score -63347.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -63351.984375 Penalty: 718.213135 Iteration 22Q: 3 clusters Score -63351.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -63359.246094 Penalty: 718.213135 Iteration 23Q: 3 clusters Score -63359.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -63370.554688 Penalty: 718.213135 Iteration 24Q: 3 clusters Score -63370.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -63379.730469 Penalty: 718.213135 Iteration 25Q: 3 clusters Score -63379.73 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -63391.761719 Penalty: 718.213135 Iteration 26Q: 3 clusters Score -63391.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -63398.707031 Penalty: 718.213135 Iteration 27Q: 3 clusters Score -63398.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -63407.757812 Penalty: 718.213135 Iteration 28Q: 3 clusters Score -63407.76 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -63419.566406 Penalty: 718.213135 Iteration 29Q: 3 clusters Score -63419.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -63428.976562 Penalty: 718.213135 Iteration 30Q: 3 clusters Score -63428.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -63438.351562 Penalty: 718.213135 Iteration 31Q: 3 clusters Score -63438.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -63448.699219 Penalty: 718.213135 Iteration 32Q: 3 clusters Score -63448.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -63456.617188 Penalty: 718.213135 Iteration 33Q: 3 clusters Score -63456.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -63466.828125 Penalty: 718.213135 Iteration 34Q: 3 clusters Score -63466.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -63472.136719 Penalty: 718.213135 Iteration 35Q: 3 clusters Score -63472.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -63476.062500 Penalty: 718.213135 Iteration 36Q: 3 clusters Score -63476.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -63480.097656 Penalty: 718.213135 Iteration 37Q: 3 clusters Score -63480.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -63483.722656 Penalty: 718.213135 Iteration 38Q: 3 clusters Score -63483.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -63486.855469 Penalty: 718.213135 Iteration 39Q: 3 clusters Score -63486.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -63487.800781 Penalty: 718.213135 Iteration 40F: 3 clusters Score -63487.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -63489.132812 Penalty: 718.213135 Iteration 41Q: 3 clusters Score -63489.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -63489.566406 Penalty: 718.213135 Iteration 42Q: 3 clusters Score -63489.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -63490.667969 Penalty: 718.213135 Iteration 43Q: 3 clusters Score -63490.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -63492.421875 Penalty: 718.213135 Iteration 44Q: 3 clusters Score -63492.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -63494.496094 Penalty: 718.213135 Iteration 45Q: 3 clusters Score -63494.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -63495.375000 Penalty: 718.213135 Iteration 46Q: 3 clusters Score -63495.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -63495.785156 Penalty: 718.213135 Iteration 47Q: 3 clusters Score -63495.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -63496.675781 Penalty: 718.213135 Iteration 48Q: 3 clusters Score -63496.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -63497.425781 Penalty: 718.213135 Iteration 49Q: 3 clusters Score -63497.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -63498.660156 Penalty: 718.213135 Iteration 50Q: 3 clusters Score -63498.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -63499.109375 Penalty: 718.213135 Iteration 51Q: 3 clusters Score -63499.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -63499.542969 Penalty: 718.213135 Iteration 52Q: 3 clusters Score -63499.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -63499.648438 Penalty: 718.213135 Iteration 53Q: 3 clusters Score -63499.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -63500.558594 Penalty: 718.213135 Iteration 54Q: 3 clusters Score -63500.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -63501.121094 Penalty: 718.213135 Iteration 55Q: 3 clusters Score -63501.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -63501.121094 Penalty: 718.213135 Iteration 56F: 3 clusters Score -63501.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Entering Unmasked Estep Score: -82435.781250 Penalty: 357.726105 Iteration 0F: 2 clusters Score -82435.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -80589.078125 Penalty: 715.452209 Iteration 0F: 3 clusters Score -80589.08 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -81263.250000 Penalty: 715.452209 Iteration 1F: 3 clusters Score -81263.25 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -81348.289062 Penalty: 715.452209 Iteration 2F: 3 clusters Score -81348.29 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -81435.351562 Penalty: 715.452209 Iteration 3F: 3 clusters Score -81435.35 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -81547.632812 Penalty: 715.452209 Iteration 4F: 3 clusters Score -81547.63 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -81667.914062 Penalty: 715.452209 Iteration 5F: 3 clusters Score -81667.91 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -81759.867188 Penalty: 715.452209 Iteration 6Q: 3 clusters Score -81759.87 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -81826.960938 Penalty: 715.452209 Iteration 7Q: 3 clusters Score -81826.96 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -81890.921875 Penalty: 715.452209 Iteration 8Q: 3 clusters Score -81890.92 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -81951.382812 Penalty: 715.452209 Iteration 9Q: 3 clusters Score -81951.38 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -82005.328125 Penalty: 715.452209 Iteration 10Q: 3 clusters Score -82005.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -82054.281250 Penalty: 715.452209 Iteration 11Q: 3 clusters Score -82054.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -82078.515625 Penalty: 715.452209 Iteration 12Q: 3 clusters Score -82078.52 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -82096.812500 Penalty: 715.452209 Iteration 13Q: 3 clusters Score -82096.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -82113.984375 Penalty: 715.452209 Iteration 14Q: 3 clusters Score -82113.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -82122.109375 Penalty: 715.452209 Iteration 15Q: 3 clusters Score -82122.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -82128.070312 Penalty: 715.452209 Iteration 16Q: 3 clusters Score -82128.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -82130.273438 Penalty: 715.452209 Iteration 17Q: 3 clusters Score -82130.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -82130.976562 Penalty: 715.452209 Iteration 18Q: 3 clusters Score -82130.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -82131.367188 Penalty: 715.452209 Iteration 19Q: 3 clusters Score -82131.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -82132.460938 Penalty: 715.452209 Iteration 20F: 3 clusters Score -82132.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -82133.789062 Penalty: 715.452209 Iteration 21Q: 3 clusters Score -82133.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -82133.851562 Penalty: 715.452209 Iteration 22Q: 3 clusters Score -82133.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -82133.851562 Penalty: 715.452209 Iteration 23F: 3 clusters Score -82133.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Entering Unmasked Estep Score: -102831.882812 Penalty: 368.543549 Iteration 0F: 2 clusters Score -102831.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -100560.390625 Penalty: 737.087097 Iteration 0F: 3 clusters Score -100560.4 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -101416.875000 Penalty: 737.087097 Iteration 1F: 3 clusters Score -101416.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -101556.117188 Penalty: 737.087097 Iteration 2F: 3 clusters Score -101556.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -101720.773438 Penalty: 737.087097 Iteration 3F: 3 clusters Score -101720.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -101876.273438 Penalty: 737.087097 Iteration 4F: 3 clusters Score -101876.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -101980.187500 Penalty: 737.087097 Iteration 5F: 3 clusters Score -101980.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -102042.820312 Penalty: 737.087097 Iteration 6Q: 3 clusters Score -102042.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -102098.757812 Penalty: 737.087097 Iteration 7Q: 3 clusters Score -102098.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -102129.953125 Penalty: 737.087097 Iteration 8Q: 3 clusters Score -102130 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -102148.648438 Penalty: 737.087097 Iteration 9Q: 3 clusters Score -102148.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -102160.914062 Penalty: 737.087097 Iteration 10Q: 3 clusters Score -102160.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -102170.242188 Penalty: 737.087097 Iteration 11Q: 3 clusters Score -102170.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -102180.242188 Penalty: 737.087097 Iteration 12Q: 3 clusters Score -102180.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -102184.851562 Penalty: 737.087097 Iteration 13Q: 3 clusters Score -102184.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -102185.796875 Penalty: 737.087097 Iteration 14Q: 3 clusters Score -102185.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -102187.421875 Penalty: 737.087097 Iteration 15Q: 3 clusters Score -102187.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -102188.242188 Penalty: 737.087097 Iteration 16Q: 3 clusters Score -102188.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -102189.125000 Penalty: 737.087097 Iteration 17Q: 3 clusters Score -102189.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -102190.617188 Penalty: 737.087097 Iteration 18Q: 3 clusters Score -102190.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -102191.765625 Penalty: 737.087097 Iteration 19Q: 3 clusters Score -102191.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -102192.039062 Penalty: 737.087097 Iteration 20F: 3 clusters Score -102192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -102192.429688 Penalty: 737.087097 Iteration 21Q: 3 clusters Score -102192.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -102192.632812 Penalty: 737.087097 Iteration 22Q: 3 clusters Score -102192.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -102193.093750 Penalty: 737.087097 Iteration 23Q: 3 clusters Score -102193.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -102193.523438 Penalty: 737.087097 Iteration 24Q: 3 clusters Score -102193.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -102194.062500 Penalty: 737.087097 Iteration 25Q: 3 clusters Score -102194.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -102194.640625 Penalty: 737.087097 Iteration 26Q: 3 clusters Score -102194.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -102194.843750 Penalty: 737.087097 Iteration 27Q: 3 clusters Score -102194.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -102194.921875 Penalty: 737.087097 Iteration 28Q: 3 clusters Score -102194.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -102195.218750 Penalty: 737.087097 Iteration 29Q: 3 clusters Score -102195.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -102195.406250 Penalty: 737.087097 Iteration 30Q: 3 clusters Score -102195.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -102196.226562 Penalty: 737.087097 Iteration 31Q: 3 clusters Score -102196.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -102198.062500 Penalty: 737.087097 Iteration 32Q: 3 clusters Score -102198.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -102200.210938 Penalty: 737.087097 Iteration 33Q: 3 clusters Score -102200.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -102202.882812 Penalty: 737.087097 Iteration 34Q: 3 clusters Score -102202.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -102206.187500 Penalty: 737.087097 Iteration 35Q: 3 clusters Score -102206.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -102209.601562 Penalty: 737.087097 Iteration 36Q: 3 clusters Score -102209.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -102213.554688 Penalty: 737.087097 Iteration 37Q: 3 clusters Score -102213.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -102217.117188 Penalty: 737.087097 Iteration 38Q: 3 clusters Score -102217.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -102219.726562 Penalty: 737.087097 Iteration 39Q: 3 clusters Score -102219.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -102221.109375 Penalty: 737.087097 Iteration 40F: 3 clusters Score -102221.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -102222.570312 Penalty: 737.087097 Iteration 41Q: 3 clusters Score -102222.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -102225.960938 Penalty: 737.087097 Iteration 42Q: 3 clusters Score -102226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -102228.109375 Penalty: 737.087097 Iteration 43Q: 3 clusters Score -102228.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -102228.890625 Penalty: 737.087097 Iteration 44Q: 3 clusters Score -102228.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -102229.835938 Penalty: 737.087097 Iteration 45Q: 3 clusters Score -102229.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -102230.195312 Penalty: 737.087097 Iteration 46Q: 3 clusters Score -102230.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -102230.882812 Penalty: 737.087097 Iteration 47Q: 3 clusters Score -102230.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -102231.234375 Penalty: 737.087097 Iteration 48Q: 3 clusters Score -102231.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -102231.375000 Penalty: 737.087097 Iteration 49Q: 3 clusters Score -102231.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -102231.960938 Penalty: 737.087097 Iteration 50Q: 3 clusters Score -102232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -102232.000000 Penalty: 737.087097 Iteration 51Q: 3 clusters Score -102232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -102232.515625 Penalty: 737.087097 Iteration 52Q: 3 clusters Score -102232.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -102232.867188 Penalty: 737.087097 Iteration 53Q: 3 clusters Score -102232.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -102232.671875 Penalty: 737.087097 Iteration 54Q: 3 clusters Score -102232.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -102232.671875 Penalty: 737.087097 Iteration 55F: 3 clusters Score -102232.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Entering Unmasked Estep Score: -309798.937500 Penalty: 415.360626 Iteration 0F: 2 clusters Score -309798.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -303692.500000 Penalty: 830.721252 Iteration 0F: 3 clusters Score -303692.5 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -306166.531250 Penalty: 830.721252 Iteration 1F: 3 clusters Score -306166.5 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -306494.750000 Penalty: 830.721252 Iteration 2F: 3 clusters Score -306494.8 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -306974.125000 Penalty: 830.721252 Iteration 3F: 3 clusters Score -306974.1 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -307523.843750 Penalty: 830.721252 Iteration 4F: 3 clusters Score -307523.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -308033.968750 Penalty: 830.721252 Iteration 5F: 3 clusters Score -308034 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -308370.343750 Penalty: 830.721252 Iteration 6Q: 3 clusters Score -308370.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -308582.281250 Penalty: 830.721252 Iteration 7Q: 3 clusters Score -308582.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -308722.468750 Penalty: 830.721252 Iteration 8Q: 3 clusters Score -308722.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -308824.812500 Penalty: 830.721252 Iteration 9Q: 3 clusters Score -308824.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -308907.562500 Penalty: 830.721252 Iteration 10Q: 3 clusters Score -308907.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -308966.156250 Penalty: 830.721252 Iteration 11Q: 3 clusters Score -308966.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -309020.312500 Penalty: 830.721252 Iteration 12Q: 3 clusters Score -309020.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -309077.281250 Penalty: 830.721252 Iteration 13Q: 3 clusters Score -309077.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -309130.843750 Penalty: 830.721252 Iteration 14Q: 3 clusters Score -309130.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -309180.968750 Penalty: 830.721252 Iteration 15Q: 3 clusters Score -309181 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -309233.843750 Penalty: 830.721252 Iteration 16Q: 3 clusters Score -309233.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -309283.093750 Penalty: 830.721252 Iteration 17Q: 3 clusters Score -309283.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -309319.031250 Penalty: 830.721252 Iteration 18Q: 3 clusters Score -309319 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -309358.718750 Penalty: 830.721252 Iteration 19Q: 3 clusters Score -309358.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -309386.343750 Penalty: 830.721252 Iteration 20F: 3 clusters Score -309386.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -309402.593750 Penalty: 830.721252 Iteration 21Q: 3 clusters Score -309402.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -309416.593750 Penalty: 830.721252 Iteration 22Q: 3 clusters Score -309416.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -309431.843750 Penalty: 830.721252 Iteration 23Q: 3 clusters Score -309431.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -309441.906250 Penalty: 830.721252 Iteration 24Q: 3 clusters Score -309441.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -309451.718750 Penalty: 830.721252 Iteration 25Q: 3 clusters Score -309451.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -309457.031250 Penalty: 830.721252 Iteration 26Q: 3 clusters Score -309457 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -309464.125000 Penalty: 830.721252 Iteration 27Q: 3 clusters Score -309464.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -309474.625000 Penalty: 830.721252 Iteration 28Q: 3 clusters Score -309474.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -309482.656250 Penalty: 830.721252 Iteration 29Q: 3 clusters Score -309482.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -309488.125000 Penalty: 830.721252 Iteration 30Q: 3 clusters Score -309488.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -309491.687500 Penalty: 830.721252 Iteration 31Q: 3 clusters Score -309491.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -309496.000000 Penalty: 830.721252 Iteration 32Q: 3 clusters Score -309496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -309497.562500 Penalty: 830.721252 Iteration 33Q: 3 clusters Score -309497.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -309498.437500 Penalty: 830.721252 Iteration 34Q: 3 clusters Score -309498.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -309499.625000 Penalty: 830.721252 Iteration 35Q: 3 clusters Score -309499.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -309499.343750 Penalty: 830.721252 Iteration 36Q: 3 clusters Score -309499.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -309499.375000 Penalty: 830.721252 Iteration 37Q: 3 clusters Score -309499.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -309499.375000 Penalty: 830.721252 Iteration 38F: 3 clusters Score -309499.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Entering Unmasked Estep Score: -53241.191406 Penalty: 339.110687 Iteration 0F: 2 clusters Score -53241.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -51945.527344 Penalty: 678.221375 Iteration 0F: 3 clusters Score -51945.53 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -52339.355469 Penalty: 678.221375 Iteration 1F: 3 clusters Score -52339.36 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -52398.093750 Penalty: 678.221375 Iteration 2F: 3 clusters Score -52398.09 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -52449.878906 Penalty: 678.221375 Iteration 3F: 3 clusters Score -52449.88 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -52486.074219 Penalty: 678.221375 Iteration 4Q: 3 clusters Score -52486.07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -52518.464844 Penalty: 678.221375 Iteration 5Q: 3 clusters Score -52518.46 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -52540.941406 Penalty: 678.221375 Iteration 6Q: 3 clusters Score -52540.94 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -52562.066406 Penalty: 678.221375 Iteration 7Q: 3 clusters Score -52562.07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -52579.023438 Penalty: 678.221375 Iteration 8Q: 3 clusters Score -52579.02 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -52598.355469 Penalty: 678.221375 Iteration 9Q: 3 clusters Score -52598.36 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -52627.675781 Penalty: 678.221375 Iteration 10Q: 3 clusters Score -52627.68 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -52682.792969 Penalty: 678.221375 Iteration 11Q: 3 clusters Score -52682.79 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -52720.570312 Penalty: 678.221375 Iteration 12Q: 3 clusters Score -52720.57 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -52760.910156 Penalty: 678.221375 Iteration 13Q: 3 clusters Score -52760.91 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -52798.933594 Penalty: 678.221375 Iteration 14Q: 3 clusters Score -52798.93 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -52819.851562 Penalty: 678.221375 Iteration 15Q: 3 clusters Score -52819.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -52833.464844 Penalty: 678.221375 Iteration 16Q: 3 clusters Score -52833.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -52839.628906 Penalty: 678.221375 Iteration 17Q: 3 clusters Score -52839.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -52845.789062 Penalty: 678.221375 Iteration 18Q: 3 clusters Score -52845.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -52853.437500 Penalty: 678.221375 Iteration 19Q: 3 clusters Score -52853.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -52861.480469 Penalty: 678.221375 Iteration 20F: 3 clusters Score -52861.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -52866.093750 Penalty: 678.221375 Iteration 21Q: 3 clusters Score -52866.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -52870.539062 Penalty: 678.221375 Iteration 22Q: 3 clusters Score -52870.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -52876.746094 Penalty: 678.221375 Iteration 23Q: 3 clusters Score -52876.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -52882.203125 Penalty: 678.221375 Iteration 24Q: 3 clusters Score -52882.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -52888.101562 Penalty: 678.221375 Iteration 25Q: 3 clusters Score -52888.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -52893.730469 Penalty: 678.221375 Iteration 26Q: 3 clusters Score -52893.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -52897.753906 Penalty: 678.221375 Iteration 27Q: 3 clusters Score -52897.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -52900.695312 Penalty: 678.221375 Iteration 28Q: 3 clusters Score -52900.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -52905.761719 Penalty: 678.221375 Iteration 29Q: 3 clusters Score -52905.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -52909.523438 Penalty: 678.221375 Iteration 30Q: 3 clusters Score -52909.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -52913.847656 Penalty: 678.221375 Iteration 31Q: 3 clusters Score -52913.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -52916.996094 Penalty: 678.221375 Iteration 32Q: 3 clusters Score -52917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -52919.867188 Penalty: 678.221375 Iteration 33Q: 3 clusters Score -52919.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -52920.753906 Penalty: 678.221375 Iteration 34Q: 3 clusters Score -52920.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -52920.753906 Penalty: 678.221375 Iteration 35F: 3 clusters Score -52920.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Entering Unmasked Estep Score: -49185.675781 Penalty: 339.321228 Iteration 0F: 2 clusters Score -49185.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -47894.796875 Penalty: 678.642456 Iteration 0F: 3 clusters Score -47894.8 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -48361.277344 Penalty: 678.642456 Iteration 1F: 3 clusters Score -48361.28 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -48458.136719 Penalty: 678.642456 Iteration 2F: 3 clusters Score -48458.14 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -48532.324219 Penalty: 678.642456 Iteration 3F: 3 clusters Score -48532.32 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -48590.812500 Penalty: 678.642456 Iteration 4F: 3 clusters Score -48590.81 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -48644.730469 Penalty: 678.642456 Iteration 5Q: 3 clusters Score -48644.73 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -48682.578125 Penalty: 678.642456 Iteration 6Q: 3 clusters Score -48682.58 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -48713.707031 Penalty: 678.642456 Iteration 7Q: 3 clusters Score -48713.71 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -48730.847656 Penalty: 678.642456 Iteration 8Q: 3 clusters Score -48730.85 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -48744.621094 Penalty: 678.642456 Iteration 9Q: 3 clusters Score -48744.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -48763.761719 Penalty: 678.642456 Iteration 10Q: 3 clusters Score -48763.76 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -48778.976562 Penalty: 678.642456 Iteration 11Q: 3 clusters Score -48778.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -48787.742188 Penalty: 678.642456 Iteration 12Q: 3 clusters Score -48787.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -48793.687500 Penalty: 678.642456 Iteration 13Q: 3 clusters Score -48793.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -48798.519531 Penalty: 678.642456 Iteration 14Q: 3 clusters Score -48798.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -48802.777344 Penalty: 678.642456 Iteration 15Q: 3 clusters Score -48802.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -48804.480469 Penalty: 678.642456 Iteration 16Q: 3 clusters Score -48804.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -48805.851562 Penalty: 678.642456 Iteration 17Q: 3 clusters Score -48805.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -48808.234375 Penalty: 678.642456 Iteration 18Q: 3 clusters Score -48808.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -48810.566406 Penalty: 678.642456 Iteration 19Q: 3 clusters Score -48810.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -48812.203125 Penalty: 678.642456 Iteration 20F: 3 clusters Score -48812.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -48813.699219 Penalty: 678.642456 Iteration 21Q: 3 clusters Score -48813.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -48814.058594 Penalty: 678.642456 Iteration 22Q: 3 clusters Score -48814.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -48814.171875 Penalty: 678.642456 Iteration 23Q: 3 clusters Score -48814.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -48814.410156 Penalty: 678.642456 Iteration 24Q: 3 clusters Score -48814.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -48814.851562 Penalty: 678.642456 Iteration 25Q: 3 clusters Score -48814.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -48815.085938 Penalty: 678.642456 Iteration 26Q: 3 clusters Score -48815.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -48815.617188 Penalty: 678.642456 Iteration 27Q: 3 clusters Score -48815.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -48816.207031 Penalty: 678.642456 Iteration 28Q: 3 clusters Score -48816.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -48816.957031 Penalty: 678.642456 Iteration 29Q: 3 clusters Score -48816.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -48818.039062 Penalty: 678.642456 Iteration 30Q: 3 clusters Score -48818.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -48818.765625 Penalty: 678.642456 Iteration 31Q: 3 clusters Score -48818.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -48818.933594 Penalty: 678.642456 Iteration 32Q: 3 clusters Score -48818.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -48819.097656 Penalty: 678.642456 Iteration 33Q: 3 clusters Score -48819.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -48819.210938 Penalty: 678.642456 Iteration 34Q: 3 clusters Score -48819.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -48819.210938 Penalty: 678.642456 Iteration 35F: 3 clusters Score -48819.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Entering Unmasked Estep Score: -167813.156250 Penalty: 389.717560 Iteration 0F: 2 clusters Score -167813.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -164305.312500 Penalty: 779.435120 Iteration 0F: 3 clusters Score -164305.3 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -165797.703125 Penalty: 779.435120 Iteration 1F: 3 clusters Score -165797.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -166012.406250 Penalty: 779.435120 Iteration 2F: 3 clusters Score -166012.4 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -166216.671875 Penalty: 779.435120 Iteration 3F: 3 clusters Score -166216.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -166419.343750 Penalty: 779.435120 Iteration 4F: 3 clusters Score -166419.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -166587.125000 Penalty: 779.435120 Iteration 5F: 3 clusters Score -166587.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -166721.109375 Penalty: 779.435120 Iteration 6Q: 3 clusters Score -166721.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -166843.453125 Penalty: 779.435120 Iteration 7Q: 3 clusters Score -166843.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -166974.187500 Penalty: 779.435120 Iteration 8Q: 3 clusters Score -166974.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -167080.296875 Penalty: 779.435120 Iteration 9Q: 3 clusters Score -167080.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -167146.171875 Penalty: 779.435120 Iteration 10Q: 3 clusters Score -167146.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -167190.531250 Penalty: 779.435120 Iteration 11Q: 3 clusters Score -167190.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -167229.109375 Penalty: 779.435120 Iteration 12Q: 3 clusters Score -167229.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -167256.734375 Penalty: 779.435120 Iteration 13Q: 3 clusters Score -167256.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -167277.359375 Penalty: 779.435120 Iteration 14Q: 3 clusters Score -167277.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -167293.062500 Penalty: 779.435120 Iteration 15Q: 3 clusters Score -167293.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -167303.421875 Penalty: 779.435120 Iteration 16Q: 3 clusters Score -167303.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -167313.171875 Penalty: 779.435120 Iteration 17Q: 3 clusters Score -167313.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -167322.515625 Penalty: 779.435120 Iteration 18Q: 3 clusters Score -167322.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -167328.312500 Penalty: 779.435120 Iteration 19Q: 3 clusters Score -167328.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -167332.296875 Penalty: 779.435120 Iteration 20F: 3 clusters Score -167332.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -167340.640625 Penalty: 779.435120 Iteration 21Q: 3 clusters Score -167340.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -167349.125000 Penalty: 779.435120 Iteration 22Q: 3 clusters Score -167349.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -167355.890625 Penalty: 779.435120 Iteration 23Q: 3 clusters Score -167355.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -167362.828125 Penalty: 779.435120 Iteration 24Q: 3 clusters Score -167362.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -167369.843750 Penalty: 779.435120 Iteration 25Q: 3 clusters Score -167369.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -167374.593750 Penalty: 779.435120 Iteration 26Q: 3 clusters Score -167374.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -167378.000000 Penalty: 779.435120 Iteration 27Q: 3 clusters Score -167378 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -167380.765625 Penalty: 779.435120 Iteration 28Q: 3 clusters Score -167380.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -167384.000000 Penalty: 779.435120 Iteration 29Q: 3 clusters Score -167384 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -167387.687500 Penalty: 779.435120 Iteration 30Q: 3 clusters Score -167387.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -167390.578125 Penalty: 779.435120 Iteration 31Q: 3 clusters Score -167390.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -167392.546875 Penalty: 779.435120 Iteration 32Q: 3 clusters Score -167392.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -167394.515625 Penalty: 779.435120 Iteration 33Q: 3 clusters Score -167394.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -167396.640625 Penalty: 779.435120 Iteration 34Q: 3 clusters Score -167396.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -167399.515625 Penalty: 779.435120 Iteration 35Q: 3 clusters Score -167399.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -167401.578125 Penalty: 779.435120 Iteration 36Q: 3 clusters Score -167401.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -167403.390625 Penalty: 779.435120 Iteration 37Q: 3 clusters Score -167403.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -167406.031250 Penalty: 779.435120 Iteration 38Q: 3 clusters Score -167406 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -167408.093750 Penalty: 779.435120 Iteration 39Q: 3 clusters Score -167408.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -167409.515625 Penalty: 779.435120 Iteration 40F: 3 clusters Score -167409.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -167412.062500 Penalty: 779.435120 Iteration 41Q: 3 clusters Score -167412.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -167413.203125 Penalty: 779.435120 Iteration 42Q: 3 clusters Score -167413.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -167416.140625 Penalty: 779.435120 Iteration 43Q: 3 clusters Score -167416.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -167421.203125 Penalty: 779.435120 Iteration 44Q: 3 clusters Score -167421.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -167426.625000 Penalty: 779.435120 Iteration 45Q: 3 clusters Score -167426.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -167431.750000 Penalty: 779.435120 Iteration 46Q: 3 clusters Score -167431.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -167434.750000 Penalty: 779.435120 Iteration 47Q: 3 clusters Score -167434.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -167436.843750 Penalty: 779.435120 Iteration 48Q: 3 clusters Score -167436.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -167438.015625 Penalty: 779.435120 Iteration 49Q: 3 clusters Score -167438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -167438.812500 Penalty: 779.435120 Iteration 50Q: 3 clusters Score -167438.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -167439.593750 Penalty: 779.435120 Iteration 51Q: 3 clusters Score -167439.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -167440.156250 Penalty: 779.435120 Iteration 52Q: 3 clusters Score -167440.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -167440.843750 Penalty: 779.435120 Iteration 53Q: 3 clusters Score -167440.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -167440.515625 Penalty: 779.435120 Iteration 54Q: 3 clusters Score -167440.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -167440.515625 Penalty: 779.435120 Iteration 55Q: 3 clusters Score -167440.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -167441.390625 Penalty: 779.435120 Iteration 56Q: 3 clusters Score -167441.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -167442.546875 Penalty: 779.435120 Iteration 57Q: 3 clusters Score -167442.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -167443.140625 Penalty: 779.435120 Iteration 58Q: 3 clusters Score -167443.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -167443.750000 Penalty: 779.435120 Iteration 59Q: 3 clusters Score -167443.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -167444.906250 Penalty: 779.435120 Iteration 60F: 3 clusters Score -167444.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -167445.687500 Penalty: 779.435120 Iteration 61Q: 3 clusters Score -167445.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -167446.093750 Penalty: 779.435120 Iteration 62Q: 3 clusters Score -167446.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -167446.093750 Penalty: 779.435120 Iteration 63F: 3 clusters Score -167446.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -43540.968750 Penalty: 330.289795 Iteration 0F: 2 clusters Score -43540.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -42464.636719 Penalty: 660.579590 Iteration 0F: 3 clusters Score -42464.64 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -42808.113281 Penalty: 660.579590 Iteration 1F: 3 clusters Score -42808.11 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -42904.234375 Penalty: 660.579590 Iteration 2F: 3 clusters Score -42904.23 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -42980.656250 Penalty: 660.579590 Iteration 3F: 3 clusters Score -42980.66 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -43034.949219 Penalty: 660.579590 Iteration 4F: 3 clusters Score -43034.95 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -43084.710938 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -43084.71 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -43125.515625 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -43125.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -43158.386719 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -43158.39 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -43192.187500 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -43192.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -43225.648438 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -43225.65 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -43250.125000 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -43250.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -43262.984375 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -43262.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -43274.746094 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -43274.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -43283.679688 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -43283.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -43290.433594 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -43290.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -43297.660156 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -43297.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -43302.261719 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -43302.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -43306.257812 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -43306.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -43308.398438 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -43308.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -43310.972656 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -43310.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -43312.417969 Penalty: 660.579590 Iteration 20F: 3 clusters Score -43312.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -43312.750000 Penalty: 660.579590 Iteration 21Q: 3 clusters Score -43312.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -43312.933594 Penalty: 660.579590 Iteration 22Q: 3 clusters Score -43312.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -43312.933594 Penalty: 660.579590 Iteration 23F: 3 clusters Score -43312.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Entering Unmasked Estep Score: -40141.253906 Penalty: 327.585358 Iteration 0F: 2 clusters Score -40141.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -39124.109375 Penalty: 655.170715 Iteration 0F: 3 clusters Score -39124.11 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -39470.253906 Penalty: 655.170715 Iteration 1F: 3 clusters Score -39470.25 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -39570.703125 Penalty: 655.170715 Iteration 2F: 3 clusters Score -39570.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -39641.410156 Penalty: 655.170715 Iteration 3F: 3 clusters Score -39641.41 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -39715.570312 Penalty: 655.170715 Iteration 4F: 3 clusters Score -39715.57 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -39778.042969 Penalty: 655.170715 Iteration 5F: 3 clusters Score -39778.04 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -39846.296875 Penalty: 655.170715 Iteration 6Q: 3 clusters Score -39846.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -39916.933594 Penalty: 655.170715 Iteration 7Q: 3 clusters Score -39916.93 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -39983.457031 Penalty: 655.170715 Iteration 8Q: 3 clusters Score -39983.46 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -40026.250000 Penalty: 655.170715 Iteration 9Q: 3 clusters Score -40026.25 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -40064.406250 Penalty: 655.170715 Iteration 10Q: 3 clusters Score -40064.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -40090.074219 Penalty: 655.170715 Iteration 11Q: 3 clusters Score -40090.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -40108.328125 Penalty: 655.170715 Iteration 12Q: 3 clusters Score -40108.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -40124.007812 Penalty: 655.170715 Iteration 13Q: 3 clusters Score -40124.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -40130.519531 Penalty: 655.170715 Iteration 14Q: 3 clusters Score -40130.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -40133.046875 Penalty: 655.170715 Iteration 15Q: 3 clusters Score -40133.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -40134.390625 Penalty: 655.170715 Iteration 16Q: 3 clusters Score -40134.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -40135.710938 Penalty: 655.170715 Iteration 17Q: 3 clusters Score -40135.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -40136.656250 Penalty: 655.170715 Iteration 18Q: 3 clusters Score -40136.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40136.972656 Penalty: 655.170715 Iteration 19Q: 3 clusters Score -40136.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40136.972656 Penalty: 655.170715 Iteration 20F: 3 clusters Score -40136.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Entering Unmasked Estep Score: -62343.285156 Penalty: 343.049927 Iteration 0F: 2 clusters Score -62343.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -60968.804688 Penalty: 686.099854 Iteration 0F: 3 clusters Score -60968.8 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -61396.941406 Penalty: 686.099854 Iteration 1F: 3 clusters Score -61396.94 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -61488.714844 Penalty: 686.099854 Iteration 2F: 3 clusters Score -61488.71 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -61557.417969 Penalty: 686.099854 Iteration 3F: 3 clusters Score -61557.42 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -61597.574219 Penalty: 686.099854 Iteration 4Q: 3 clusters Score -61597.57 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -61626.484375 Penalty: 686.099854 Iteration 5Q: 3 clusters Score -61626.48 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -61644.839844 Penalty: 686.099854 Iteration 6Q: 3 clusters Score -61644.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -61661.136719 Penalty: 686.099854 Iteration 7Q: 3 clusters Score -61661.14 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -61676.988281 Penalty: 686.099854 Iteration 8Q: 3 clusters Score -61676.99 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -61698.875000 Penalty: 686.099854 Iteration 9Q: 3 clusters Score -61698.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -61728.542969 Penalty: 686.099854 Iteration 10Q: 3 clusters Score -61728.54 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -61760.769531 Penalty: 686.099854 Iteration 11Q: 3 clusters Score -61760.77 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -61791.343750 Penalty: 686.099854 Iteration 12Q: 3 clusters Score -61791.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -61813.679688 Penalty: 686.099854 Iteration 13Q: 3 clusters Score -61813.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -61829.281250 Penalty: 686.099854 Iteration 14Q: 3 clusters Score -61829.28 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -61841.960938 Penalty: 686.099854 Iteration 15Q: 3 clusters Score -61841.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -61850.562500 Penalty: 686.099854 Iteration 16Q: 3 clusters Score -61850.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -61862.035156 Penalty: 686.099854 Iteration 17Q: 3 clusters Score -61862.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -61874.425781 Penalty: 686.099854 Iteration 18Q: 3 clusters Score -61874.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -61884.359375 Penalty: 686.099854 Iteration 19Q: 3 clusters Score -61884.36 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -61890.593750 Penalty: 686.099854 Iteration 20F: 3 clusters Score -61890.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -61894.363281 Penalty: 686.099854 Iteration 21Q: 3 clusters Score -61894.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -61898.285156 Penalty: 686.099854 Iteration 22Q: 3 clusters Score -61898.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -61903.593750 Penalty: 686.099854 Iteration 23Q: 3 clusters Score -61903.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -61905.144531 Penalty: 686.099854 Iteration 24Q: 3 clusters Score -61905.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -61905.949219 Penalty: 686.099854 Iteration 25Q: 3 clusters Score -61905.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -61908.179688 Penalty: 686.099854 Iteration 26Q: 3 clusters Score -61908.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -61910.582031 Penalty: 686.099854 Iteration 27Q: 3 clusters Score -61910.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -61912.742188 Penalty: 686.099854 Iteration 28Q: 3 clusters Score -61912.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -61914.199219 Penalty: 686.099854 Iteration 29Q: 3 clusters Score -61914.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -61916.191406 Penalty: 686.099854 Iteration 30Q: 3 clusters Score -61916.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -61917.515625 Penalty: 686.099854 Iteration 31Q: 3 clusters Score -61917.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -61919.007812 Penalty: 686.099854 Iteration 32Q: 3 clusters Score -61919.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -61922.187500 Penalty: 686.099854 Iteration 33Q: 3 clusters Score -61922.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -61923.738281 Penalty: 686.099854 Iteration 34Q: 3 clusters Score -61923.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -61925.117188 Penalty: 686.099854 Iteration 35Q: 3 clusters Score -61925.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -61925.367188 Penalty: 686.099854 Iteration 36Q: 3 clusters Score -61925.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -61925.382812 Penalty: 686.099854 Iteration 37Q: 3 clusters Score -61925.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -61925.484375 Penalty: 686.099854 Iteration 38Q: 3 clusters Score -61925.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -61925.484375 Penalty: 686.099854 Iteration 39F: 3 clusters Score -61925.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Entering Unmasked Estep Score: -260020.609375 Penalty: 412.208069 Iteration 0F: 2 clusters Score -260020.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -254358.515625 Penalty: 824.416138 Iteration 0F: 3 clusters Score -254358.5 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -256808.031250 Penalty: 824.416138 Iteration 1F: 3 clusters Score -256808 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -257192.421875 Penalty: 824.416138 Iteration 2F: 3 clusters Score -257192.4 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -257726.031250 Penalty: 824.416138 Iteration 3F: 3 clusters Score -257726 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 7208 members Entering Unmasked Estep Score: -258350.484375 Penalty: 824.416138 Iteration 4F: 3 clusters Score -258350.5 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -258914.375000 Penalty: 824.416138 Iteration 5F: 3 clusters Score -258914.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -259277.109375 Penalty: 824.416138 Iteration 6Q: 3 clusters Score -259277.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -259458.359375 Penalty: 824.416138 Iteration 7Q: 3 clusters Score -259458.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -259544.046875 Penalty: 824.416138 Iteration 8Q: 3 clusters Score -259544 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -259589.828125 Penalty: 824.416138 Iteration 9Q: 3 clusters Score -259589.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -259610.281250 Penalty: 824.416138 Iteration 10Q: 3 clusters Score -259610.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -259626.593750 Penalty: 824.416138 Iteration 11Q: 3 clusters Score -259626.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -259638.906250 Penalty: 824.416138 Iteration 12Q: 3 clusters Score -259638.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -259646.171875 Penalty: 824.416138 Iteration 13Q: 3 clusters Score -259646.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -259651.312500 Penalty: 824.416138 Iteration 14Q: 3 clusters Score -259651.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -259654.406250 Penalty: 824.416138 Iteration 15Q: 3 clusters Score -259654.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -259656.296875 Penalty: 824.416138 Iteration 16Q: 3 clusters Score -259656.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -259659.031250 Penalty: 824.416138 Iteration 17Q: 3 clusters Score -259659 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -259660.656250 Penalty: 824.416138 Iteration 18Q: 3 clusters Score -259660.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -259662.828125 Penalty: 824.416138 Iteration 19Q: 3 clusters Score -259662.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -259662.953125 Penalty: 824.416138 Iteration 20F: 3 clusters Score -259663 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Entering Unmasked Estep Score: -170263.453125 Penalty: 389.873413 Iteration 0F: 2 clusters Score -170263.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -166706.140625 Penalty: 779.746826 Iteration 0F: 3 clusters Score -166706.1 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -168145.609375 Penalty: 779.746826 Iteration 1F: 3 clusters Score -168145.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -168373.203125 Penalty: 779.746826 Iteration 2F: 3 clusters Score -168373.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -168607.406250 Penalty: 779.746826 Iteration 3F: 3 clusters Score -168607.4 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -168888.015625 Penalty: 779.746826 Iteration 4F: 3 clusters Score -168888 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -169146.843750 Penalty: 779.746826 Iteration 5F: 3 clusters Score -169146.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -169367.531250 Penalty: 779.746826 Iteration 6F: 3 clusters Score -169367.5 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -169529.718750 Penalty: 779.746826 Iteration 7Q: 3 clusters Score -169529.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -169651.625000 Penalty: 779.746826 Iteration 8Q: 3 clusters Score -169651.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -169721.843750 Penalty: 779.746826 Iteration 9Q: 3 clusters Score -169721.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -169770.281250 Penalty: 779.746826 Iteration 10Q: 3 clusters Score -169770.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -169828.296875 Penalty: 779.746826 Iteration 11Q: 3 clusters Score -169828.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -169890.578125 Penalty: 779.746826 Iteration 12Q: 3 clusters Score -169890.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -169957.781250 Penalty: 779.746826 Iteration 13Q: 3 clusters Score -169957.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -170013.234375 Penalty: 779.746826 Iteration 14Q: 3 clusters Score -170013.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -170064.218750 Penalty: 779.746826 Iteration 15Q: 3 clusters Score -170064.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -170099.046875 Penalty: 779.746826 Iteration 16Q: 3 clusters Score -170099 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -170120.687500 Penalty: 779.746826 Iteration 17Q: 3 clusters Score -170120.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -170134.156250 Penalty: 779.746826 Iteration 18Q: 3 clusters Score -170134.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -170147.921875 Penalty: 779.746826 Iteration 19Q: 3 clusters Score -170147.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -170160.734375 Penalty: 779.746826 Iteration 20F: 3 clusters Score -170160.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -170174.531250 Penalty: 779.746826 Iteration 21Q: 3 clusters Score -170174.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -170182.203125 Penalty: 779.746826 Iteration 22Q: 3 clusters Score -170182.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -170187.296875 Penalty: 779.746826 Iteration 23Q: 3 clusters Score -170187.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -170190.953125 Penalty: 779.746826 Iteration 24Q: 3 clusters Score -170191 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -170194.281250 Penalty: 779.746826 Iteration 25Q: 3 clusters Score -170194.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -170196.656250 Penalty: 779.746826 Iteration 26Q: 3 clusters Score -170196.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -170198.296875 Penalty: 779.746826 Iteration 27Q: 3 clusters Score -170198.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -170198.640625 Penalty: 779.746826 Iteration 28Q: 3 clusters Score -170198.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -170199.484375 Penalty: 779.746826 Iteration 29Q: 3 clusters Score -170199.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -170201.234375 Penalty: 779.746826 Iteration 30Q: 3 clusters Score -170201.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -170202.171875 Penalty: 779.746826 Iteration 31Q: 3 clusters Score -170202.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -170201.968750 Penalty: 779.746826 Iteration 32Q: 3 clusters Score -170202 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -170201.843750 Penalty: 779.746826 Iteration 33Q: 3 clusters Score -170201.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -170201.843750 Penalty: 779.746826 Iteration 34F: 3 clusters Score -170201.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Entering Unmasked Estep Score: -56933.585938 Penalty: 353.583557 Iteration 0F: 2 clusters Score -56933.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -55245.285156 Penalty: 707.167114 Iteration 0F: 3 clusters Score -55245.29 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -55872.375000 Penalty: 707.167114 Iteration 1F: 3 clusters Score -55872.38 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -56020.171875 Penalty: 707.167114 Iteration 2F: 3 clusters Score -56020.17 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -56127.445312 Penalty: 707.167114 Iteration 3F: 3 clusters Score -56127.45 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -56208.738281 Penalty: 707.167114 Iteration 4F: 3 clusters Score -56208.74 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -56271.746094 Penalty: 707.167114 Iteration 5Q: 3 clusters Score -56271.75 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -56321.265625 Penalty: 707.167114 Iteration 6Q: 3 clusters Score -56321.27 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -56358.207031 Penalty: 707.167114 Iteration 7Q: 3 clusters Score -56358.21 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -56386.632812 Penalty: 707.167114 Iteration 8Q: 3 clusters Score -56386.63 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -56413.542969 Penalty: 707.167114 Iteration 9Q: 3 clusters Score -56413.54 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -56435.039062 Penalty: 707.167114 Iteration 10Q: 3 clusters Score -56435.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -56454.601562 Penalty: 707.167114 Iteration 11Q: 3 clusters Score -56454.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -56471.289062 Penalty: 707.167114 Iteration 12Q: 3 clusters Score -56471.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -56488.914062 Penalty: 707.167114 Iteration 13Q: 3 clusters Score -56488.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -56508.507812 Penalty: 707.167114 Iteration 14Q: 3 clusters Score -56508.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -56527.179688 Penalty: 707.167114 Iteration 15Q: 3 clusters Score -56527.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -56546.390625 Penalty: 707.167114 Iteration 16Q: 3 clusters Score -56546.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -56560.390625 Penalty: 707.167114 Iteration 17Q: 3 clusters Score -56560.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -56573.539062 Penalty: 707.167114 Iteration 18Q: 3 clusters Score -56573.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -56580.980469 Penalty: 707.167114 Iteration 19Q: 3 clusters Score -56580.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -56592.960938 Penalty: 707.167114 Iteration 20F: 3 clusters Score -56592.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -56601.433594 Penalty: 707.167114 Iteration 21Q: 3 clusters Score -56601.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -56613.378906 Penalty: 707.167114 Iteration 22Q: 3 clusters Score -56613.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -56621.570312 Penalty: 707.167114 Iteration 23Q: 3 clusters Score -56621.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -56629.992188 Penalty: 707.167114 Iteration 24Q: 3 clusters Score -56629.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -56636.312500 Penalty: 707.167114 Iteration 25Q: 3 clusters Score -56636.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -56640.105469 Penalty: 707.167114 Iteration 26Q: 3 clusters Score -56640.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -56646.343750 Penalty: 707.167114 Iteration 27Q: 3 clusters Score -56646.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -56655.152344 Penalty: 707.167114 Iteration 28Q: 3 clusters Score -56655.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -56662.562500 Penalty: 707.167114 Iteration 29Q: 3 clusters Score -56662.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -56667.058594 Penalty: 707.167114 Iteration 30Q: 3 clusters Score -56667.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -56669.582031 Penalty: 707.167114 Iteration 31Q: 3 clusters Score -56669.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -56670.632812 Penalty: 707.167114 Iteration 32Q: 3 clusters Score -56670.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -56674.125000 Penalty: 707.167114 Iteration 33Q: 3 clusters Score -56674.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -56676.992188 Penalty: 707.167114 Iteration 34Q: 3 clusters Score -56676.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -56677.980469 Penalty: 707.167114 Iteration 35Q: 3 clusters Score -56677.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56679.242188 Penalty: 707.167114 Iteration 36Q: 3 clusters Score -56679.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56680.207031 Penalty: 707.167114 Iteration 37Q: 3 clusters Score -56680.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56682.746094 Penalty: 707.167114 Iteration 38Q: 3 clusters Score -56682.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -56684.867188 Penalty: 707.167114 Iteration 39Q: 3 clusters Score -56684.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -56684.867188 Penalty: 707.167114 Iteration 40F: 3 clusters Score -56684.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Entering Unmasked Estep Score: -25533.648438 Penalty: 304.939209 Iteration 0F: 2 clusters Score -25533.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -24836.015625 Penalty: 609.878418 Iteration 0F: 3 clusters Score -24836.02 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -25058.884766 Penalty: 609.878418 Iteration 1F: 3 clusters Score -25058.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -25098.398438 Penalty: 609.878418 Iteration 2F: 3 clusters Score -25098.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -25121.886719 Penalty: 609.878418 Iteration 3F: 3 clusters Score -25121.89 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -25139.390625 Penalty: 609.878418 Iteration 4Q: 3 clusters Score -25139.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -25151.380859 Penalty: 609.878418 Iteration 5Q: 3 clusters Score -25151.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25162.390625 Penalty: 609.878418 Iteration 6Q: 3 clusters Score -25162.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -25168.355469 Penalty: 609.878418 Iteration 7Q: 3 clusters Score -25168.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -25170.492188 Penalty: 609.878418 Iteration 8Q: 3 clusters Score -25170.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -25172.474609 Penalty: 609.878418 Iteration 9Q: 3 clusters Score -25172.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -25174.759766 Penalty: 609.878418 Iteration 10Q: 3 clusters Score -25174.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -25176.777344 Penalty: 609.878418 Iteration 11Q: 3 clusters Score -25176.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -25178.662109 Penalty: 609.878418 Iteration 12Q: 3 clusters Score -25178.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -25180.164062 Penalty: 609.878418 Iteration 13Q: 3 clusters Score -25180.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -25181.037109 Penalty: 609.878418 Iteration 14Q: 3 clusters Score -25181.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -25181.509766 Penalty: 609.878418 Iteration 15Q: 3 clusters Score -25181.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -25182.068359 Penalty: 609.878418 Iteration 16Q: 3 clusters Score -25182.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25182.179688 Penalty: 609.878418 Iteration 17Q: 3 clusters Score -25182.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25182.179688 Penalty: 609.878418 Iteration 18F: 3 clusters Score -25182.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8600 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Entering Unmasked Estep ConsiderDeletion Score: -2651868.750000 Penalty: 12499.890625 Iteration 119F: 25 clusters Score -2651869 nChanged 0 Entering ConstructFrom: Score: -2651868.750000 Penalty: 12499.890625 Entering ConstructFrom: Trying to split cluster 1 (743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Entering Unmasked Estep Score: -24639.667969 Penalty: 300.786652 Iteration 0F: 2 clusters Score -24639.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -23980.318359 Penalty: 601.573303 Iteration 0F: 3 clusters Score -23980.32 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -24167.634766 Penalty: 601.573303 Iteration 1F: 3 clusters Score -24167.63 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -24227.855469 Penalty: 601.573303 Iteration 2F: 3 clusters Score -24227.86 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -24268.326172 Penalty: 601.573303 Iteration 3F: 3 clusters Score -24268.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -24283.781250 Penalty: 601.573303 Iteration 4Q: 3 clusters Score -24283.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -24292.167969 Penalty: 601.573303 Iteration 5Q: 3 clusters Score -24292.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -24298.246094 Penalty: 601.573303 Iteration 6Q: 3 clusters Score -24298.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24304.115234 Penalty: 601.573303 Iteration 7Q: 3 clusters Score -24304.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -24307.052734 Penalty: 601.573303 Iteration 8Q: 3 clusters Score -24307.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24314.875000 Penalty: 601.573303 Iteration 9Q: 3 clusters Score -24314.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24325.353516 Penalty: 601.573303 Iteration 10Q: 3 clusters Score -24325.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -24336.171875 Penalty: 601.573303 Iteration 11Q: 3 clusters Score -24336.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -24345.390625 Penalty: 601.573303 Iteration 12Q: 3 clusters Score -24345.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -24356.066406 Penalty: 601.573303 Iteration 13Q: 3 clusters Score -24356.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -24362.601562 Penalty: 601.573303 Iteration 14Q: 3 clusters Score -24362.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -24376.435547 Penalty: 601.573303 Iteration 15Q: 3 clusters Score -24376.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -24383.343750 Penalty: 601.573303 Iteration 16Q: 3 clusters Score -24383.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -24395.232422 Penalty: 601.573303 Iteration 17Q: 3 clusters Score -24395.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -24402.667969 Penalty: 601.573303 Iteration 18Q: 3 clusters Score -24402.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -24411.136719 Penalty: 601.573303 Iteration 19Q: 3 clusters Score -24411.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -24416.056641 Penalty: 601.573303 Iteration 20F: 3 clusters Score -24416.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -24421.392578 Penalty: 601.573303 Iteration 21Q: 3 clusters Score -24421.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -24424.259766 Penalty: 601.573303 Iteration 22Q: 3 clusters Score -24424.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -24427.312500 Penalty: 601.573303 Iteration 23Q: 3 clusters Score -24427.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -24428.119141 Penalty: 601.573303 Iteration 24Q: 3 clusters Score -24428.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -24428.119141 Penalty: 601.573303 Iteration 25F: 3 clusters Score -24428.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Entering Unmasked Estep Score: -100948.687500 Penalty: 365.752319 Iteration 0F: 2 clusters Score -100948.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -98797.234375 Penalty: 731.504639 Iteration 0F: 3 clusters Score -98797.23 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -99612.796875 Penalty: 731.504639 Iteration 1F: 3 clusters Score -99612.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -99827.218750 Penalty: 731.504639 Iteration 2F: 3 clusters Score -99827.22 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -100055.187500 Penalty: 731.504639 Iteration 3F: 3 clusters Score -100055.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -100258.968750 Penalty: 731.504639 Iteration 4F: 3 clusters Score -100259 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -100391.640625 Penalty: 731.504639 Iteration 5F: 3 clusters Score -100391.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -100482.656250 Penalty: 731.504639 Iteration 6Q: 3 clusters Score -100482.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -100575.375000 Penalty: 731.504639 Iteration 7Q: 3 clusters Score -100575.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -100671.429688 Penalty: 731.504639 Iteration 8Q: 3 clusters Score -100671.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -100775.109375 Penalty: 731.504639 Iteration 9Q: 3 clusters Score -100775.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -100863.546875 Penalty: 731.504639 Iteration 10Q: 3 clusters Score -100863.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -100943.062500 Penalty: 731.504639 Iteration 11Q: 3 clusters Score -100943.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -100991.585938 Penalty: 731.504639 Iteration 12Q: 3 clusters Score -100991.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -101001.367188 Penalty: 731.504639 Iteration 13Q: 3 clusters Score -101001.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -101003.812500 Penalty: 731.504639 Iteration 14Q: 3 clusters Score -101003.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -101004.710938 Penalty: 731.504639 Iteration 15Q: 3 clusters Score -101004.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -101004.960938 Penalty: 731.504639 Iteration 16Q: 3 clusters Score -101005 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -101005.210938 Penalty: 731.504639 Iteration 17Q: 3 clusters Score -101005.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -101005.460938 Penalty: 731.504639 Iteration 18Q: 3 clusters Score -101005.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -101011.507812 Penalty: 731.504639 Iteration 19F: 3 clusters Score -101011.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -101013.898438 Penalty: 731.504639 Iteration 20F: 3 clusters Score -101013.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -101014.414062 Penalty: 731.504639 Iteration 21Q: 3 clusters Score -101014.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -101014.875000 Penalty: 731.504639 Iteration 22Q: 3 clusters Score -101014.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -101015.046875 Penalty: 731.504639 Iteration 23Q: 3 clusters Score -101015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -101015.578125 Penalty: 731.504639 Iteration 24Q: 3 clusters Score -101015.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -101016.484375 Penalty: 731.504639 Iteration 25Q: 3 clusters Score -101016.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -101016.789062 Penalty: 731.504639 Iteration 26Q: 3 clusters Score -101016.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -101017.101562 Penalty: 731.504639 Iteration 27Q: 3 clusters Score -101017.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -101017.367188 Penalty: 731.504639 Iteration 28Q: 3 clusters Score -101017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -101017.367188 Penalty: 731.504639 Iteration 29F: 3 clusters Score -101017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 591 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8600 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Mstep: Class 25 contains 2507 members Entering Unmasked Estep Score: -2651783.500000 Penalty: 13020.718750 Splitting cluster 2 changes total score from -2651868.750000 to -2651783.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (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: -48846.582031 Penalty: 335.858337 Iteration 0F: 2 clusters Score -48846.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -47622.773438 Penalty: 671.716675 Iteration 0F: 3 clusters Score -47622.77 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -47989.734375 Penalty: 671.716675 Iteration 1F: 3 clusters Score -47989.73 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -48059.488281 Penalty: 671.716675 Iteration 2F: 3 clusters Score -48059.49 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -48114.718750 Penalty: 671.716675 Iteration 3F: 3 clusters Score -48114.72 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -48168.894531 Penalty: 671.716675 Iteration 4Q: 3 clusters Score -48168.89 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -48215.882812 Penalty: 671.716675 Iteration 5Q: 3 clusters Score -48215.88 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -48271.742188 Penalty: 671.716675 Iteration 6Q: 3 clusters Score -48271.74 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -48330.730469 Penalty: 671.716675 Iteration 7F: 3 clusters Score -48330.73 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -48383.089844 Penalty: 671.716675 Iteration 8Q: 3 clusters Score -48383.09 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -48423.406250 Penalty: 671.716675 Iteration 9Q: 3 clusters Score -48423.41 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -48453.820312 Penalty: 671.716675 Iteration 10Q: 3 clusters Score -48453.82 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -48473.421875 Penalty: 671.716675 Iteration 11Q: 3 clusters Score -48473.42 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -48492.320312 Penalty: 671.716675 Iteration 12Q: 3 clusters Score -48492.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -48512.035156 Penalty: 671.716675 Iteration 13Q: 3 clusters Score -48512.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48527.183594 Penalty: 671.716675 Iteration 14Q: 3 clusters Score -48527.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -48538.863281 Penalty: 671.716675 Iteration 15Q: 3 clusters Score -48538.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -48553.613281 Penalty: 671.716675 Iteration 16Q: 3 clusters Score -48553.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -48567.019531 Penalty: 671.716675 Iteration 17Q: 3 clusters Score -48567.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -48575.960938 Penalty: 671.716675 Iteration 18Q: 3 clusters Score -48575.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48585.789062 Penalty: 671.716675 Iteration 19Q: 3 clusters Score -48585.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -48591.906250 Penalty: 671.716675 Iteration 20F: 3 clusters Score -48591.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48593.906250 Penalty: 671.716675 Iteration 21Q: 3 clusters Score -48593.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48594.597656 Penalty: 671.716675 Iteration 22Q: 3 clusters Score -48594.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -48595.539062 Penalty: 671.716675 Iteration 23Q: 3 clusters Score -48595.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -48595.613281 Penalty: 671.716675 Iteration 24Q: 3 clusters Score -48595.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -48596.132812 Penalty: 671.716675 Iteration 25Q: 3 clusters Score -48596.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -48596.132812 Penalty: 671.716675 Iteration 26F: 3 clusters Score -48596.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -10564.520508 Penalty: 298.333405 Iteration 0F: 2 clusters Score -10564.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -9968.530273 Penalty: 596.666809 Iteration 0F: 3 clusters Score -9968.53 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -10220.046875 Penalty: 596.666809 Iteration 1F: 3 clusters Score -10220.05 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -10276.225586 Penalty: 596.666809 Iteration 2F: 3 clusters Score -10276.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -10301.666992 Penalty: 596.666809 Iteration 3F: 3 clusters Score -10301.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -10321.541992 Penalty: 596.666809 Iteration 4Q: 3 clusters Score -10321.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -10345.292969 Penalty: 596.666809 Iteration 5Q: 3 clusters Score -10345.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -10355.846680 Penalty: 596.666809 Iteration 6Q: 3 clusters Score -10355.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -10361.435547 Penalty: 596.666809 Iteration 7Q: 3 clusters Score -10361.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -10365.750000 Penalty: 596.666809 Iteration 8Q: 3 clusters Score -10365.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -10371.513672 Penalty: 596.666809 Iteration 9Q: 3 clusters Score -10371.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -10379.404297 Penalty: 596.666809 Iteration 10Q: 3 clusters Score -10379.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -10393.840820 Penalty: 596.666809 Iteration 11Q: 3 clusters Score -10393.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -10405.985352 Penalty: 596.666809 Iteration 12Q: 3 clusters Score -10405.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -10421.305664 Penalty: 596.666809 Iteration 13Q: 3 clusters Score -10421.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -10435.836914 Penalty: 596.666809 Iteration 14Q: 3 clusters Score -10435.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -10452.598633 Penalty: 596.666809 Iteration 15Q: 3 clusters Score -10452.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -10458.220703 Penalty: 596.666809 Iteration 16Q: 3 clusters Score -10458.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -10467.735352 Penalty: 596.666809 Iteration 17Q: 3 clusters Score -10467.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -10474.358398 Penalty: 596.666809 Iteration 18Q: 3 clusters Score -10474.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -10479.733398 Penalty: 596.666809 Iteration 19Q: 3 clusters Score -10479.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -10482.441406 Penalty: 596.666809 Iteration 20F: 3 clusters Score -10482.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -10483.861328 Penalty: 596.666809 Iteration 21Q: 3 clusters Score -10483.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -10483.861328 Penalty: 596.666809 Iteration 22F: 3 clusters Score -10483.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Entering Unmasked Estep Score: -150706.953125 Penalty: 387.504974 Iteration 0F: 2 clusters Score -150707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -147351.859375 Penalty: 775.009949 Iteration 0F: 3 clusters Score -147351.9 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -148620.500000 Penalty: 775.009949 Iteration 1F: 3 clusters Score -148620.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -148832.796875 Penalty: 775.009949 Iteration 2F: 3 clusters Score -148832.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -149048.937500 Penalty: 775.009949 Iteration 3F: 3 clusters Score -149048.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -149260.437500 Penalty: 775.009949 Iteration 4F: 3 clusters Score -149260.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -149453.421875 Penalty: 775.009949 Iteration 5F: 3 clusters Score -149453.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -149612.000000 Penalty: 775.009949 Iteration 6F: 3 clusters Score -149612 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -149733.250000 Penalty: 775.009949 Iteration 7Q: 3 clusters Score -149733.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -149845.515625 Penalty: 775.009949 Iteration 8Q: 3 clusters Score -149845.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -149939.031250 Penalty: 775.009949 Iteration 9Q: 3 clusters Score -149939 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -150003.421875 Penalty: 775.009949 Iteration 10Q: 3 clusters Score -150003.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -150049.187500 Penalty: 775.009949 Iteration 11Q: 3 clusters Score -150049.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -150089.093750 Penalty: 775.009949 Iteration 12Q: 3 clusters Score -150089.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -150126.718750 Penalty: 775.009949 Iteration 13Q: 3 clusters Score -150126.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -150157.000000 Penalty: 775.009949 Iteration 14Q: 3 clusters Score -150157 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -150188.140625 Penalty: 775.009949 Iteration 15Q: 3 clusters Score -150188.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -150221.125000 Penalty: 775.009949 Iteration 16Q: 3 clusters Score -150221.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -150256.953125 Penalty: 775.009949 Iteration 17Q: 3 clusters Score -150257 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -150304.265625 Penalty: 775.009949 Iteration 18Q: 3 clusters Score -150304.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -150360.734375 Penalty: 775.009949 Iteration 19Q: 3 clusters Score -150360.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -150418.187500 Penalty: 775.009949 Iteration 20F: 3 clusters Score -150418.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -150463.390625 Penalty: 775.009949 Iteration 21Q: 3 clusters Score -150463.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -150497.390625 Penalty: 775.009949 Iteration 22Q: 3 clusters Score -150497.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -150515.671875 Penalty: 775.009949 Iteration 23Q: 3 clusters Score -150515.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -150523.109375 Penalty: 775.009949 Iteration 24Q: 3 clusters Score -150523.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -150526.093750 Penalty: 775.009949 Iteration 25Q: 3 clusters Score -150526.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -150528.312500 Penalty: 775.009949 Iteration 26Q: 3 clusters Score -150528.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -150529.390625 Penalty: 775.009949 Iteration 27Q: 3 clusters Score -150529.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -150529.921875 Penalty: 775.009949 Iteration 28Q: 3 clusters Score -150529.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -150529.921875 Penalty: 775.009949 Iteration 29F: 3 clusters Score -150529.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Entering Unmasked Estep Score: -127516.867188 Penalty: 377.538239 Iteration 0F: 2 clusters Score -127516.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -124782.585938 Penalty: 755.076477 Iteration 0F: 3 clusters Score -124782.6 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -125894.039062 Penalty: 755.076477 Iteration 1F: 3 clusters Score -125894 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -126084.765625 Penalty: 755.076477 Iteration 2F: 3 clusters Score -126084.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -126311.195312 Penalty: 755.076477 Iteration 3F: 3 clusters Score -126311.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -126539.890625 Penalty: 755.076477 Iteration 4F: 3 clusters Score -126539.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -126696.648438 Penalty: 755.076477 Iteration 5F: 3 clusters Score -126696.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -126791.414062 Penalty: 755.076477 Iteration 6Q: 3 clusters Score -126791.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -126873.578125 Penalty: 755.076477 Iteration 7Q: 3 clusters Score -126873.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -126929.343750 Penalty: 755.076477 Iteration 8Q: 3 clusters Score -126929.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -126981.570312 Penalty: 755.076477 Iteration 9Q: 3 clusters Score -126981.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -127035.968750 Penalty: 755.076477 Iteration 10Q: 3 clusters Score -127036 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -127125.101562 Penalty: 755.076477 Iteration 11Q: 3 clusters Score -127125.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -127229.820312 Penalty: 755.076477 Iteration 12Q: 3 clusters Score -127229.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -127337.070312 Penalty: 755.076477 Iteration 13Q: 3 clusters Score -127337.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -127427.265625 Penalty: 755.076477 Iteration 14Q: 3 clusters Score -127427.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -127505.859375 Penalty: 755.076477 Iteration 15Q: 3 clusters Score -127505.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -127567.734375 Penalty: 755.076477 Iteration 16Q: 3 clusters Score -127567.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -127604.078125 Penalty: 755.076477 Iteration 17Q: 3 clusters Score -127604.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -127618.609375 Penalty: 755.076477 Iteration 18Q: 3 clusters Score -127618.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -127621.898438 Penalty: 755.076477 Iteration 19Q: 3 clusters Score -127621.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -127625.539062 Penalty: 755.076477 Iteration 20F: 3 clusters Score -127625.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -127626.851562 Penalty: 755.076477 Iteration 21Q: 3 clusters Score -127626.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -127627.023438 Penalty: 755.076477 Iteration 22Q: 3 clusters Score -127627 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -127627.023438 Penalty: 755.076477 Iteration 23F: 3 clusters Score -127627 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3098 members Mstep: Class 3 contains 1606 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 3418 members Mstep: Class 7 contains 12602 members Mstep: Class 8 contains 15808 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 1203 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 2597 members Mstep: Class 13 contains 3294 members Mstep: Class 14 contains 9217 members Mstep: Class 15 contains 1725 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5246 members Mstep: Class 18 contains 1421 members Mstep: Class 19 contains 1339 members Mstep: Class 20 contains 1881 members Mstep: Class 21 contains 8600 members Mstep: Class 22 contains 5264 members Mstep: Class 23 contains 2371 members Mstep: Class 24 contains 814 members Mstep: Class 25 contains 596 members Entering Unmasked Estep Score: -2651834.500000 Penalty: 13020.718750 Splitting cluster 6 changes total score from -2651868.750000 to -2651834.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (12602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12602 members Entering Unmasked Estep Score: -409881.000000 Penalty: 429.593262 Iteration 0F: 2 clusters Score -409881 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -401460.375000 Penalty: 859.186523 Iteration 0F: 3 clusters Score -401460.4 nChanged 6080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -404846.562500 Penalty: 859.186523 Iteration 1F: 3 clusters Score -404846.6 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -405041.531250 Penalty: 859.186523 Iteration 2Q: 3 clusters Score -405041.5 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -405277.812500 Penalty: 859.186523 Iteration 3Q: 3 clusters Score -405277.8 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -405563.468750 Penalty: 859.186523 Iteration 4Q: 3 clusters Score -405563.5 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -405855.812500 Penalty: 859.186523 Iteration 5Q: 3 clusters Score -405855.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -406192.937500 Penalty: 859.186523 Iteration 6Q: 3 clusters Score -406192.9 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -406647.968750 Penalty: 859.186523 Iteration 7F: 3 clusters Score -406648 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -407094.312500 Penalty: 859.186523 Iteration 8F: 3 clusters Score -407094.3 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -407478.968750 Penalty: 859.186523 Iteration 9Q: 3 clusters Score -407479 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -407805.250000 Penalty: 859.186523 Iteration 10Q: 3 clusters Score -407805.2 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -408081.562500 Penalty: 859.186523 Iteration 11Q: 3 clusters Score -408081.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -408288.312500 Penalty: 859.186523 Iteration 12Q: 3 clusters Score -408288.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -408490.656250 Penalty: 859.186523 Iteration 13Q: 3 clusters Score -408490.7 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -408687.875000 Penalty: 859.186523 Iteration 14Q: 3 clusters Score -408687.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -408882.500000 Penalty: 859.186523 Iteration 15Q: 3 clusters Score -408882.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -409081.125000 Penalty: 859.186523 Iteration 16Q: 3 clusters Score -409081.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -409215.656250 Penalty: 859.186523 Iteration 17Q: 3 clusters Score -409215.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -409305.750000 Penalty: 859.186523 Iteration 18Q: 3 clusters Score -409305.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -409377.343750 Penalty: 859.186523 Iteration 19Q: 3 clusters Score -409377.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -409432.250000 Penalty: 859.186523 Iteration 20F: 3 clusters Score -409432.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -409460.562500 Penalty: 859.186523 Iteration 21Q: 3 clusters Score -409460.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12517 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -409489.125000 Penalty: 859.186523 Iteration 22Q: 3 clusters Score -409489.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12523 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -409499.656250 Penalty: 859.186523 Iteration 23Q: 3 clusters Score -409499.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -409502.875000 Penalty: 859.186523 Iteration 24Q: 3 clusters Score -409502.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -409504.250000 Penalty: 859.186523 Iteration 25Q: 3 clusters Score -409504.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -409505.468750 Penalty: 859.186523 Iteration 26Q: 3 clusters Score -409505.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -409505.843750 Penalty: 859.186523 Iteration 27Q: 3 clusters Score -409505.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -409505.843750 Penalty: 859.186523 Iteration 28F: 3 clusters Score -409505.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Entering Unmasked Estep Score: -509122.937500 Penalty: 439.906342 Iteration 0F: 2 clusters Score -509122.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -498721.781250 Penalty: 879.812683 Iteration 0F: 3 clusters Score -498721.8 nChanged 7408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -503097.343750 Penalty: 879.812683 Iteration 1F: 3 clusters Score -503097.3 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -503615.375000 Penalty: 879.812683 Iteration 2F: 3 clusters Score -503615.4 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -504321.625000 Penalty: 879.812683 Iteration 3F: 3 clusters Score -504321.6 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -505322.937500 Penalty: 879.812683 Iteration 4F: 3 clusters Score -505322.9 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13172 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -506421.843750 Penalty: 879.812683 Iteration 5F: 3 clusters Score -506421.8 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -507319.531250 Penalty: 879.812683 Iteration 6F: 3 clusters Score -507319.5 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -507898.500000 Penalty: 879.812683 Iteration 7Q: 3 clusters Score -507898.5 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -508282.812500 Penalty: 879.812683 Iteration 8Q: 3 clusters Score -508282.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15450 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -508531.468750 Penalty: 879.812683 Iteration 9Q: 3 clusters Score -508531.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15574 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -508645.406250 Penalty: 879.812683 Iteration 10Q: 3 clusters Score -508645.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -508695.812500 Penalty: 879.812683 Iteration 11Q: 3 clusters Score -508695.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15656 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -508714.843750 Penalty: 879.812683 Iteration 12Q: 3 clusters Score -508714.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -508728.625000 Penalty: 879.812683 Iteration 13Q: 3 clusters Score -508728.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -508735.062500 Penalty: 879.812683 Iteration 14Q: 3 clusters Score -508735.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -508741.500000 Penalty: 879.812683 Iteration 15Q: 3 clusters Score -508741.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -508743.593750 Penalty: 879.812683 Iteration 16Q: 3 clusters Score -508743.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15688 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -508745.125000 Penalty: 879.812683 Iteration 17Q: 3 clusters Score -508745.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15690 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -508746.406250 Penalty: 879.812683 Iteration 18Q: 3 clusters Score -508746.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -508746.625000 Penalty: 879.812683 Iteration 19Q: 3 clusters Score -508746.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -508747.187500 Penalty: 879.812683 Iteration 20F: 3 clusters Score -508747.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Entering Unmasked Estep Score: -15032.140625 Penalty: 293.925659 Iteration 0F: 2 clusters Score -15032.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -14461.908203 Penalty: 587.851318 Iteration 0F: 3 clusters Score -14461.91 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -14635.428711 Penalty: 587.851318 Iteration 1F: 3 clusters Score -14635.43 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -14677.118164 Penalty: 587.851318 Iteration 2F: 3 clusters Score -14677.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -14696.398438 Penalty: 587.851318 Iteration 3Q: 3 clusters Score -14696.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -14713.922852 Penalty: 587.851318 Iteration 4Q: 3 clusters Score -14713.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -14731.619141 Penalty: 587.851318 Iteration 5Q: 3 clusters Score -14731.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -14757.955078 Penalty: 587.851318 Iteration 6Q: 3 clusters Score -14757.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -14771.292969 Penalty: 587.851318 Iteration 7Q: 3 clusters Score -14771.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -14780.459961 Penalty: 587.851318 Iteration 8Q: 3 clusters Score -14780.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -14788.490234 Penalty: 587.851318 Iteration 9Q: 3 clusters Score -14788.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -14798.034180 Penalty: 587.851318 Iteration 10Q: 3 clusters Score -14798.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -14803.510742 Penalty: 587.851318 Iteration 11Q: 3 clusters Score -14803.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -14806.215820 Penalty: 587.851318 Iteration 12Q: 3 clusters Score -14806.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -14808.807617 Penalty: 587.851318 Iteration 13Q: 3 clusters Score -14808.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -14816.655273 Penalty: 587.851318 Iteration 14Q: 3 clusters Score -14816.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -14820.236328 Penalty: 587.851318 Iteration 15Q: 3 clusters Score -14820.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -14821.710938 Penalty: 587.851318 Iteration 16Q: 3 clusters Score -14821.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -14822.146484 Penalty: 587.851318 Iteration 17Q: 3 clusters Score -14822.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -14822.146484 Penalty: 587.851318 Iteration 18F: 3 clusters Score -14822.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Entering Unmasked Estep Score: -31269.728516 Penalty: 322.712097 Iteration 0F: 2 clusters Score -31269.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -30367.535156 Penalty: 645.424194 Iteration 0F: 3 clusters Score -30367.54 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -30683.730469 Penalty: 645.424194 Iteration 1F: 3 clusters Score -30683.73 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -30812.365234 Penalty: 645.424194 Iteration 2F: 3 clusters Score -30812.37 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -30872.859375 Penalty: 645.424194 Iteration 3F: 3 clusters Score -30872.86 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -30905.742188 Penalty: 645.424194 Iteration 4Q: 3 clusters Score -30905.74 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -30942.464844 Penalty: 645.424194 Iteration 5Q: 3 clusters Score -30942.46 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -30985.673828 Penalty: 645.424194 Iteration 6Q: 3 clusters Score -30985.67 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -31020.806641 Penalty: 645.424194 Iteration 7Q: 3 clusters Score -31020.81 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -31044.712891 Penalty: 645.424194 Iteration 8Q: 3 clusters Score -31044.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -31060.912109 Penalty: 645.424194 Iteration 9Q: 3 clusters Score -31060.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -31071.042969 Penalty: 645.424194 Iteration 10Q: 3 clusters Score -31071.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -31075.644531 Penalty: 645.424194 Iteration 11Q: 3 clusters Score -31075.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -31080.888672 Penalty: 645.424194 Iteration 12Q: 3 clusters Score -31080.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -31081.882812 Penalty: 645.424194 Iteration 13Q: 3 clusters Score -31081.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -31082.277344 Penalty: 645.424194 Iteration 14Q: 3 clusters Score -31082.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -31083.351562 Penalty: 645.424194 Iteration 15Q: 3 clusters Score -31083.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -31086.583984 Penalty: 645.424194 Iteration 16Q: 3 clusters Score -31086.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -31088.396484 Penalty: 645.424194 Iteration 17Q: 3 clusters Score -31088.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -31088.527344 Penalty: 645.424194 Iteration 18Q: 3 clusters Score -31088.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -31088.527344 Penalty: 645.424194 Iteration 19F: 3 clusters Score -31088.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Entering Unmasked Estep Score: -63807.042969 Penalty: 359.106567 Iteration 0F: 2 clusters Score -63807.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -61903.414062 Penalty: 718.213135 Iteration 0F: 3 clusters Score -61903.41 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -62674.171875 Penalty: 718.213135 Iteration 1F: 3 clusters Score -62674.17 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -62911.968750 Penalty: 718.213135 Iteration 2F: 3 clusters Score -62911.97 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -63081.039062 Penalty: 718.213135 Iteration 3F: 3 clusters Score -63081.04 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -63190.500000 Penalty: 718.213135 Iteration 4F: 3 clusters Score -63190.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -63264.050781 Penalty: 718.213135 Iteration 5Q: 3 clusters Score -63264.05 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -63316.406250 Penalty: 718.213135 Iteration 6Q: 3 clusters Score -63316.41 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -63344.695312 Penalty: 718.213135 Iteration 7Q: 3 clusters Score -63344.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -63358.312500 Penalty: 718.213135 Iteration 8Q: 3 clusters Score -63358.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -63367.972656 Penalty: 718.213135 Iteration 9Q: 3 clusters Score -63367.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -63377.019531 Penalty: 718.213135 Iteration 10Q: 3 clusters Score -63377.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -63383.089844 Penalty: 718.213135 Iteration 11Q: 3 clusters Score -63383.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -63386.082031 Penalty: 718.213135 Iteration 12Q: 3 clusters Score -63386.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -63389.199219 Penalty: 718.213135 Iteration 13Q: 3 clusters Score -63389.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -63391.625000 Penalty: 718.213135 Iteration 14Q: 3 clusters Score -63391.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -63393.703125 Penalty: 718.213135 Iteration 15Q: 3 clusters Score -63393.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -63395.691406 Penalty: 718.213135 Iteration 16Q: 3 clusters Score -63395.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -63396.363281 Penalty: 718.213135 Iteration 17Q: 3 clusters Score -63396.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -63396.609375 Penalty: 718.213135 Iteration 18Q: 3 clusters Score -63396.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -63397.085938 Penalty: 718.213135 Iteration 19Q: 3 clusters Score -63397.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -63397.390625 Penalty: 718.213135 Iteration 20F: 3 clusters Score -63397.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -63397.773438 Penalty: 718.213135 Iteration 21Q: 3 clusters Score -63397.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -63398.023438 Penalty: 718.213135 Iteration 22Q: 3 clusters Score -63398.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -63398.433594 Penalty: 718.213135 Iteration 23Q: 3 clusters Score -63398.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -63399.253906 Penalty: 718.213135 Iteration 24Q: 3 clusters Score -63399.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -63399.464844 Penalty: 718.213135 Iteration 25Q: 3 clusters Score -63399.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -63399.851562 Penalty: 718.213135 Iteration 26Q: 3 clusters Score -63399.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -63400.460938 Penalty: 718.213135 Iteration 27Q: 3 clusters Score -63400.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -63401.050781 Penalty: 718.213135 Iteration 28Q: 3 clusters Score -63401.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -63401.261719 Penalty: 718.213135 Iteration 29Q: 3 clusters Score -63401.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -63401.472656 Penalty: 718.213135 Iteration 30Q: 3 clusters Score -63401.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -63401.523438 Penalty: 718.213135 Iteration 31Q: 3 clusters Score -63401.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -63401.523438 Penalty: 718.213135 Iteration 32F: 3 clusters Score -63401.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Entering Unmasked Estep Score: -82435.781250 Penalty: 357.726105 Iteration 0F: 2 clusters Score -82435.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -80595.945312 Penalty: 715.452209 Iteration 0F: 3 clusters Score -80595.95 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -81286.023438 Penalty: 715.452209 Iteration 1F: 3 clusters Score -81286.02 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -81464.757812 Penalty: 715.452209 Iteration 2F: 3 clusters Score -81464.76 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -81626.781250 Penalty: 715.452209 Iteration 3F: 3 clusters Score -81626.78 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -81748.265625 Penalty: 715.452209 Iteration 4F: 3 clusters Score -81748.27 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -81830.242188 Penalty: 715.452209 Iteration 5Q: 3 clusters Score -81830.24 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -81877.578125 Penalty: 715.452209 Iteration 6Q: 3 clusters Score -81877.58 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -81899.484375 Penalty: 715.452209 Iteration 7Q: 3 clusters Score -81899.48 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -81913.195312 Penalty: 715.452209 Iteration 8Q: 3 clusters Score -81913.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -81922.351562 Penalty: 715.452209 Iteration 9Q: 3 clusters Score -81922.35 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -81930.171875 Penalty: 715.452209 Iteration 10Q: 3 clusters Score -81930.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -81935.140625 Penalty: 715.452209 Iteration 11Q: 3 clusters Score -81935.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -81939.742188 Penalty: 715.452209 Iteration 12Q: 3 clusters Score -81939.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -81942.000000 Penalty: 715.452209 Iteration 13Q: 3 clusters Score -81942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -81942.914062 Penalty: 715.452209 Iteration 14Q: 3 clusters Score -81942.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -81943.656250 Penalty: 715.452209 Iteration 15Q: 3 clusters Score -81943.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -81944.218750 Penalty: 715.452209 Iteration 16Q: 3 clusters Score -81944.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -81944.515625 Penalty: 715.452209 Iteration 17Q: 3 clusters Score -81944.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -81945.007812 Penalty: 715.452209 Iteration 18Q: 3 clusters Score -81945.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -81945.500000 Penalty: 715.452209 Iteration 19Q: 3 clusters Score -81945.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -81946.843750 Penalty: 715.452209 Iteration 20F: 3 clusters Score -81946.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -81947.351562 Penalty: 715.452209 Iteration 21Q: 3 clusters Score -81947.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -81947.804688 Penalty: 715.452209 Iteration 22Q: 3 clusters Score -81947.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -81948.570312 Penalty: 715.452209 Iteration 23Q: 3 clusters Score -81948.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -81948.937500 Penalty: 715.452209 Iteration 24Q: 3 clusters Score -81948.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -81949.382812 Penalty: 715.452209 Iteration 25Q: 3 clusters Score -81949.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -81949.656250 Penalty: 715.452209 Iteration 26Q: 3 clusters Score -81949.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -81949.843750 Penalty: 715.452209 Iteration 27Q: 3 clusters Score -81949.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -81950.226562 Penalty: 715.452209 Iteration 28Q: 3 clusters Score -81950.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -81950.210938 Penalty: 715.452209 Iteration 29Q: 3 clusters Score -81950.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -81950.210938 Penalty: 715.452209 Iteration 30F: 3 clusters Score -81950.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Entering Unmasked Estep Score: -102831.882812 Penalty: 368.543549 Iteration 0F: 2 clusters Score -102831.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -100558.726562 Penalty: 737.087097 Iteration 0F: 3 clusters Score -100558.7 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -101455.140625 Penalty: 737.087097 Iteration 1F: 3 clusters Score -101455.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -101583.015625 Penalty: 737.087097 Iteration 2F: 3 clusters Score -101583 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -101680.250000 Penalty: 737.087097 Iteration 3F: 3 clusters Score -101680.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -101793.976562 Penalty: 737.087097 Iteration 4Q: 3 clusters Score -101794 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -101898.250000 Penalty: 737.087097 Iteration 5Q: 3 clusters Score -101898.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -101970.570312 Penalty: 737.087097 Iteration 6Q: 3 clusters Score -101970.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -102031.257812 Penalty: 737.087097 Iteration 7Q: 3 clusters Score -102031.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -102113.734375 Penalty: 737.087097 Iteration 8Q: 3 clusters Score -102113.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -102199.507812 Penalty: 737.087097 Iteration 9Q: 3 clusters Score -102199.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -102267.617188 Penalty: 737.087097 Iteration 10Q: 3 clusters Score -102267.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -102311.617188 Penalty: 737.087097 Iteration 11Q: 3 clusters Score -102311.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -102340.882812 Penalty: 737.087097 Iteration 12Q: 3 clusters Score -102340.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -102369.843750 Penalty: 737.087097 Iteration 13Q: 3 clusters Score -102369.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -102398.375000 Penalty: 737.087097 Iteration 14Q: 3 clusters Score -102398.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -102416.320312 Penalty: 737.087097 Iteration 15Q: 3 clusters Score -102416.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -102427.773438 Penalty: 737.087097 Iteration 16Q: 3 clusters Score -102427.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -102441.273438 Penalty: 737.087097 Iteration 17Q: 3 clusters Score -102441.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -102450.500000 Penalty: 737.087097 Iteration 18Q: 3 clusters Score -102450.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -102461.164062 Penalty: 737.087097 Iteration 19Q: 3 clusters Score -102461.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -102472.234375 Penalty: 737.087097 Iteration 20F: 3 clusters Score -102472.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -102481.156250 Penalty: 737.087097 Iteration 21Q: 3 clusters Score -102481.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -102489.921875 Penalty: 737.087097 Iteration 22Q: 3 clusters Score -102489.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -102499.851562 Penalty: 737.087097 Iteration 23Q: 3 clusters Score -102499.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -102510.625000 Penalty: 737.087097 Iteration 24Q: 3 clusters Score -102510.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -102522.289062 Penalty: 737.087097 Iteration 25Q: 3 clusters Score -102522.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -102531.687500 Penalty: 737.087097 Iteration 26Q: 3 clusters Score -102531.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -102542.562500 Penalty: 737.087097 Iteration 27Q: 3 clusters Score -102542.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -102550.101562 Penalty: 737.087097 Iteration 28Q: 3 clusters Score -102550.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -102557.250000 Penalty: 737.087097 Iteration 29Q: 3 clusters Score -102557.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -102559.203125 Penalty: 737.087097 Iteration 30Q: 3 clusters Score -102559.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -102560.382812 Penalty: 737.087097 Iteration 31Q: 3 clusters Score -102560.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -102560.359375 Penalty: 737.087097 Iteration 32Q: 3 clusters Score -102560.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -102560.359375 Penalty: 737.087097 Iteration 33F: 3 clusters Score -102560.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Entering Unmasked Estep Score: -309798.937500 Penalty: 415.360626 Iteration 0F: 2 clusters Score -309798.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -303591.093750 Penalty: 830.721252 Iteration 0F: 3 clusters Score -303591.1 nChanged 4313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -306220.375000 Penalty: 830.721252 Iteration 1F: 3 clusters Score -306220.4 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -306521.125000 Penalty: 830.721252 Iteration 2F: 3 clusters Score -306521.1 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -306828.156250 Penalty: 830.721252 Iteration 3F: 3 clusters Score -306828.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -307122.125000 Penalty: 830.721252 Iteration 4F: 3 clusters Score -307122.1 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -307391.250000 Penalty: 830.721252 Iteration 5F: 3 clusters Score -307391.2 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -307636.312500 Penalty: 830.721252 Iteration 6Q: 3 clusters Score -307636.3 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -307874.250000 Penalty: 830.721252 Iteration 7Q: 3 clusters Score -307874.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -308062.000000 Penalty: 830.721252 Iteration 8Q: 3 clusters Score -308062 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -308177.093750 Penalty: 830.721252 Iteration 9Q: 3 clusters Score -308177.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -308252.250000 Penalty: 830.721252 Iteration 10Q: 3 clusters Score -308252.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -308305.250000 Penalty: 830.721252 Iteration 11Q: 3 clusters Score -308305.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -308362.218750 Penalty: 830.721252 Iteration 12Q: 3 clusters Score -308362.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -308419.312500 Penalty: 830.721252 Iteration 13Q: 3 clusters Score -308419.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -308478.562500 Penalty: 830.721252 Iteration 14Q: 3 clusters Score -308478.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -308540.437500 Penalty: 830.721252 Iteration 15Q: 3 clusters Score -308540.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -308610.000000 Penalty: 830.721252 Iteration 16Q: 3 clusters Score -308610 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -308677.906250 Penalty: 830.721252 Iteration 17Q: 3 clusters Score -308677.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -308751.562500 Penalty: 830.721252 Iteration 18Q: 3 clusters Score -308751.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -308827.968750 Penalty: 830.721252 Iteration 19Q: 3 clusters Score -308828 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -308899.937500 Penalty: 830.721252 Iteration 20F: 3 clusters Score -308899.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -308958.000000 Penalty: 830.721252 Iteration 21Q: 3 clusters Score -308958 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -309016.250000 Penalty: 830.721252 Iteration 22Q: 3 clusters Score -309016.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -309075.250000 Penalty: 830.721252 Iteration 23Q: 3 clusters Score -309075.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -309129.843750 Penalty: 830.721252 Iteration 24Q: 3 clusters Score -309129.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -309196.312500 Penalty: 830.721252 Iteration 25Q: 3 clusters Score -309196.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -309272.750000 Penalty: 830.721252 Iteration 26Q: 3 clusters Score -309272.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -309346.562500 Penalty: 830.721252 Iteration 27Q: 3 clusters Score -309346.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -309413.093750 Penalty: 830.721252 Iteration 28Q: 3 clusters Score -309413.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -309477.718750 Penalty: 830.721252 Iteration 29Q: 3 clusters Score -309477.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -309529.875000 Penalty: 830.721252 Iteration 30Q: 3 clusters Score -309529.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -309570.625000 Penalty: 830.721252 Iteration 31Q: 3 clusters Score -309570.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -309602.656250 Penalty: 830.721252 Iteration 32Q: 3 clusters Score -309602.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -309628.437500 Penalty: 830.721252 Iteration 33Q: 3 clusters Score -309628.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -309635.156250 Penalty: 830.721252 Iteration 34Q: 3 clusters Score -309635.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -309643.437500 Penalty: 830.721252 Iteration 35Q: 3 clusters Score -309643.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -309647.031250 Penalty: 830.721252 Iteration 36Q: 3 clusters Score -309647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -309649.093750 Penalty: 830.721252 Iteration 37Q: 3 clusters Score -309649.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -309651.187500 Penalty: 830.721252 Iteration 38Q: 3 clusters Score -309651.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -309653.343750 Penalty: 830.721252 Iteration 39Q: 3 clusters Score -309653.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -309656.000000 Penalty: 830.721252 Iteration 40F: 3 clusters Score -309656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -309658.218750 Penalty: 830.721252 Iteration 41Q: 3 clusters Score -309658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -309659.093750 Penalty: 830.721252 Iteration 42Q: 3 clusters Score -309659.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 8985 members Entering Unmasked Estep Score: -309660.937500 Penalty: 830.721252 Iteration 43Q: 3 clusters Score -309660.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -309661.750000 Penalty: 830.721252 Iteration 44Q: 3 clusters Score -309661.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -309663.968750 Penalty: 830.721252 Iteration 45Q: 3 clusters Score -309664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -309667.500000 Penalty: 830.721252 Iteration 46Q: 3 clusters Score -309667.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -309669.000000 Penalty: 830.721252 Iteration 47Q: 3 clusters Score -309669 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -309670.468750 Penalty: 830.721252 Iteration 48Q: 3 clusters Score -309670.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -309671.062500 Penalty: 830.721252 Iteration 49Q: 3 clusters Score -309671.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -309671.750000 Penalty: 830.721252 Iteration 50Q: 3 clusters Score -309671.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -309671.750000 Penalty: 830.721252 Iteration 51F: 3 clusters Score -309671.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Entering Unmasked Estep Score: -53241.191406 Penalty: 339.110687 Iteration 0F: 2 clusters Score -53241.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -51973.000000 Penalty: 678.221375 Iteration 0F: 3 clusters Score -51973 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -52338.671875 Penalty: 678.221375 Iteration 1F: 3 clusters Score -52338.67 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -52400.687500 Penalty: 678.221375 Iteration 2F: 3 clusters Score -52400.69 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -52437.914062 Penalty: 678.221375 Iteration 3Q: 3 clusters Score -52437.91 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -52469.046875 Penalty: 678.221375 Iteration 4Q: 3 clusters Score -52469.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -52485.542969 Penalty: 678.221375 Iteration 5Q: 3 clusters Score -52485.54 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -52496.507812 Penalty: 678.221375 Iteration 6Q: 3 clusters Score -52496.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -52507.300781 Penalty: 678.221375 Iteration 7Q: 3 clusters Score -52507.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -52519.980469 Penalty: 678.221375 Iteration 8Q: 3 clusters Score -52519.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -52528.351562 Penalty: 678.221375 Iteration 9Q: 3 clusters Score -52528.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -52534.792969 Penalty: 678.221375 Iteration 10Q: 3 clusters Score -52534.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -52542.011719 Penalty: 678.221375 Iteration 11Q: 3 clusters Score -52542.01 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -52554.238281 Penalty: 678.221375 Iteration 12Q: 3 clusters Score -52554.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -52565.988281 Penalty: 678.221375 Iteration 13Q: 3 clusters Score -52565.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -52575.437500 Penalty: 678.221375 Iteration 14Q: 3 clusters Score -52575.44 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -52585.777344 Penalty: 678.221375 Iteration 15Q: 3 clusters Score -52585.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -52599.898438 Penalty: 678.221375 Iteration 16Q: 3 clusters Score -52599.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -52619.429688 Penalty: 678.221375 Iteration 17Q: 3 clusters Score -52619.43 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -52659.804688 Penalty: 678.221375 Iteration 18Q: 3 clusters Score -52659.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -52699.300781 Penalty: 678.221375 Iteration 19Q: 3 clusters Score -52699.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -52733.582031 Penalty: 678.221375 Iteration 20F: 3 clusters Score -52733.58 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -52773.457031 Penalty: 678.221375 Iteration 21Q: 3 clusters Score -52773.46 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -52820.851562 Penalty: 678.221375 Iteration 22Q: 3 clusters Score -52820.85 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -52851.726562 Penalty: 678.221375 Iteration 23Q: 3 clusters Score -52851.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -52873.710938 Penalty: 678.221375 Iteration 24Q: 3 clusters Score -52873.71 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -52888.628906 Penalty: 678.221375 Iteration 25Q: 3 clusters Score -52888.63 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -52900.515625 Penalty: 678.221375 Iteration 26Q: 3 clusters Score -52900.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -52908.339844 Penalty: 678.221375 Iteration 27Q: 3 clusters Score -52908.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -52915.613281 Penalty: 678.221375 Iteration 28Q: 3 clusters Score -52915.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -52923.804688 Penalty: 678.221375 Iteration 29Q: 3 clusters Score -52923.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -52931.644531 Penalty: 678.221375 Iteration 30Q: 3 clusters Score -52931.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -52938.960938 Penalty: 678.221375 Iteration 31Q: 3 clusters Score -52938.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -52948.062500 Penalty: 678.221375 Iteration 32Q: 3 clusters Score -52948.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -52953.898438 Penalty: 678.221375 Iteration 33Q: 3 clusters Score -52953.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -52957.039062 Penalty: 678.221375 Iteration 34Q: 3 clusters Score -52957.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -52961.378906 Penalty: 678.221375 Iteration 35Q: 3 clusters Score -52961.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -52972.156250 Penalty: 678.221375 Iteration 36Q: 3 clusters Score -52972.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -52984.398438 Penalty: 678.221375 Iteration 37Q: 3 clusters Score -52984.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -52987.320312 Penalty: 678.221375 Iteration 38Q: 3 clusters Score -52987.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -52988.375000 Penalty: 678.221375 Iteration 39Q: 3 clusters Score -52988.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -52989.347656 Penalty: 678.221375 Iteration 40F: 3 clusters Score -52989.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -52991.457031 Penalty: 678.221375 Iteration 41Q: 3 clusters Score -52991.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -52994.808594 Penalty: 678.221375 Iteration 42Q: 3 clusters Score -52994.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -52999.515625 Penalty: 678.221375 Iteration 43Q: 3 clusters Score -52999.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -53003.464844 Penalty: 678.221375 Iteration 44Q: 3 clusters Score -53003.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -53007.519531 Penalty: 678.221375 Iteration 45Q: 3 clusters Score -53007.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -53009.625000 Penalty: 678.221375 Iteration 46Q: 3 clusters Score -53009.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53011.015625 Penalty: 678.221375 Iteration 47Q: 3 clusters Score -53011.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -53013.453125 Penalty: 678.221375 Iteration 48Q: 3 clusters Score -53013.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -53015.933594 Penalty: 678.221375 Iteration 49Q: 3 clusters Score -53015.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -53018.187500 Penalty: 678.221375 Iteration 50Q: 3 clusters Score -53018.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53018.988281 Penalty: 678.221375 Iteration 51Q: 3 clusters Score -53018.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -53019.683594 Penalty: 678.221375 Iteration 52Q: 3 clusters Score -53019.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53020.847656 Penalty: 678.221375 Iteration 53Q: 3 clusters Score -53020.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53021.187500 Penalty: 678.221375 Iteration 54Q: 3 clusters Score -53021.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -53021.187500 Penalty: 678.221375 Iteration 55F: 3 clusters Score -53021.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Entering Unmasked Estep Score: -49185.675781 Penalty: 339.321228 Iteration 0F: 2 clusters Score -49185.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -47916.210938 Penalty: 678.642456 Iteration 0F: 3 clusters Score -47916.21 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -48352.925781 Penalty: 678.642456 Iteration 1F: 3 clusters Score -48352.93 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -48481.250000 Penalty: 678.642456 Iteration 2F: 3 clusters Score -48481.25 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -48590.695312 Penalty: 678.642456 Iteration 3F: 3 clusters Score -48590.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -48678.992188 Penalty: 678.642456 Iteration 4F: 3 clusters Score -48678.99 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -48751.769531 Penalty: 678.642456 Iteration 5F: 3 clusters Score -48751.77 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -48819.976562 Penalty: 678.642456 Iteration 6F: 3 clusters Score -48819.98 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -48875.984375 Penalty: 678.642456 Iteration 7Q: 3 clusters Score -48875.98 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -48913.437500 Penalty: 678.642456 Iteration 8Q: 3 clusters Score -48913.44 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -48939.867188 Penalty: 678.642456 Iteration 9Q: 3 clusters Score -48939.87 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -48960.453125 Penalty: 678.642456 Iteration 10Q: 3 clusters Score -48960.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -48971.832031 Penalty: 678.642456 Iteration 11Q: 3 clusters Score -48971.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -48988.304688 Penalty: 678.642456 Iteration 12Q: 3 clusters Score -48988.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -49001.417969 Penalty: 678.642456 Iteration 13Q: 3 clusters Score -49001.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -49015.246094 Penalty: 678.642456 Iteration 14Q: 3 clusters Score -49015.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -49024.230469 Penalty: 678.642456 Iteration 15Q: 3 clusters Score -49024.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -49037.312500 Penalty: 678.642456 Iteration 16Q: 3 clusters Score -49037.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -49046.195312 Penalty: 678.642456 Iteration 17Q: 3 clusters Score -49046.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -49054.218750 Penalty: 678.642456 Iteration 18Q: 3 clusters Score -49054.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -49059.718750 Penalty: 678.642456 Iteration 19Q: 3 clusters Score -49059.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -49061.003906 Penalty: 678.642456 Iteration 20F: 3 clusters Score -49061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -49061.218750 Penalty: 678.642456 Iteration 21Q: 3 clusters Score -49061.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -49061.218750 Penalty: 678.642456 Iteration 22F: 3 clusters Score -49061.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Entering Unmasked Estep Score: -167813.156250 Penalty: 389.717560 Iteration 0F: 2 clusters Score -167813.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -164260.953125 Penalty: 779.435120 Iteration 0F: 3 clusters Score -164261 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -165628.953125 Penalty: 779.435120 Iteration 1F: 3 clusters Score -165629 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -165775.281250 Penalty: 779.435120 Iteration 2F: 3 clusters Score -165775.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -165939.671875 Penalty: 779.435120 Iteration 3F: 3 clusters Score -165939.7 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -166199.312500 Penalty: 779.435120 Iteration 4F: 3 clusters Score -166199.3 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -166531.906250 Penalty: 779.435120 Iteration 5F: 3 clusters Score -166531.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -166837.968750 Penalty: 779.435120 Iteration 6F: 3 clusters Score -166838 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -167050.312500 Penalty: 779.435120 Iteration 7Q: 3 clusters Score -167050.3 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -167172.171875 Penalty: 779.435120 Iteration 8Q: 3 clusters Score -167172.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -167269.718750 Penalty: 779.435120 Iteration 9Q: 3 clusters Score -167269.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -167334.796875 Penalty: 779.435120 Iteration 10Q: 3 clusters Score -167334.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -167372.046875 Penalty: 779.435120 Iteration 11Q: 3 clusters Score -167372 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -167393.828125 Penalty: 779.435120 Iteration 12Q: 3 clusters Score -167393.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -167411.187500 Penalty: 779.435120 Iteration 13Q: 3 clusters Score -167411.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -167421.984375 Penalty: 779.435120 Iteration 14Q: 3 clusters Score -167422 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -167430.250000 Penalty: 779.435120 Iteration 15Q: 3 clusters Score -167430.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -167434.718750 Penalty: 779.435120 Iteration 16Q: 3 clusters Score -167434.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -167436.828125 Penalty: 779.435120 Iteration 17Q: 3 clusters Score -167436.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -167440.078125 Penalty: 779.435120 Iteration 18Q: 3 clusters Score -167440.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -167442.781250 Penalty: 779.435120 Iteration 19Q: 3 clusters Score -167442.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -167444.531250 Penalty: 779.435120 Iteration 20F: 3 clusters Score -167444.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -167445.046875 Penalty: 779.435120 Iteration 21Q: 3 clusters Score -167445 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -167445.843750 Penalty: 779.435120 Iteration 22Q: 3 clusters Score -167445.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -167446.593750 Penalty: 779.435120 Iteration 23Q: 3 clusters Score -167446.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -167447.328125 Penalty: 779.435120 Iteration 24Q: 3 clusters Score -167447.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -167447.437500 Penalty: 779.435120 Iteration 25Q: 3 clusters Score -167447.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -167448.203125 Penalty: 779.435120 Iteration 26Q: 3 clusters Score -167448.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167448.562500 Penalty: 779.435120 Iteration 27Q: 3 clusters Score -167448.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -167448.562500 Penalty: 779.435120 Iteration 28F: 3 clusters Score -167448.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Entering Unmasked Estep Score: -43540.968750 Penalty: 330.289795 Iteration 0F: 2 clusters Score -43540.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -42456.320312 Penalty: 660.579590 Iteration 0F: 3 clusters Score -42456.32 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -42792.851562 Penalty: 660.579590 Iteration 1F: 3 clusters Score -42792.85 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -42859.375000 Penalty: 660.579590 Iteration 2F: 3 clusters Score -42859.38 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -42900.089844 Penalty: 660.579590 Iteration 3F: 3 clusters Score -42900.09 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -42925.980469 Penalty: 660.579590 Iteration 4Q: 3 clusters Score -42925.98 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -42953.539062 Penalty: 660.579590 Iteration 5Q: 3 clusters Score -42953.54 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -42981.292969 Penalty: 660.579590 Iteration 6Q: 3 clusters Score -42981.29 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -43020.128906 Penalty: 660.579590 Iteration 7Q: 3 clusters Score -43020.13 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -43049.304688 Penalty: 660.579590 Iteration 8Q: 3 clusters Score -43049.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -43082.160156 Penalty: 660.579590 Iteration 9Q: 3 clusters Score -43082.16 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -43109.765625 Penalty: 660.579590 Iteration 10Q: 3 clusters Score -43109.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -43129.328125 Penalty: 660.579590 Iteration 11Q: 3 clusters Score -43129.33 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -43141.203125 Penalty: 660.579590 Iteration 12Q: 3 clusters Score -43141.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -43145.500000 Penalty: 660.579590 Iteration 13Q: 3 clusters Score -43145.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -43149.777344 Penalty: 660.579590 Iteration 14Q: 3 clusters Score -43149.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -43153.191406 Penalty: 660.579590 Iteration 15Q: 3 clusters Score -43153.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -43154.429688 Penalty: 660.579590 Iteration 16Q: 3 clusters Score -43154.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -43155.289062 Penalty: 660.579590 Iteration 17Q: 3 clusters Score -43155.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -43156.773438 Penalty: 660.579590 Iteration 18Q: 3 clusters Score -43156.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -43157.210938 Penalty: 660.579590 Iteration 19Q: 3 clusters Score -43157.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -43157.500000 Penalty: 660.579590 Iteration 20F: 3 clusters Score -43157.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -43157.679688 Penalty: 660.579590 Iteration 21Q: 3 clusters Score -43157.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -43157.679688 Penalty: 660.579590 Iteration 22F: 3 clusters Score -43157.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Entering Unmasked Estep Score: -40141.253906 Penalty: 327.585358 Iteration 0F: 2 clusters Score -40141.25 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 688 members Entering Unmasked Estep Score: -39133.398438 Penalty: 655.170715 Iteration 0F: 3 clusters Score -39133.4 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -39478.824219 Penalty: 655.170715 Iteration 1F: 3 clusters Score -39478.82 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -39544.046875 Penalty: 655.170715 Iteration 2F: 3 clusters Score -39544.05 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -39587.156250 Penalty: 655.170715 Iteration 3F: 3 clusters Score -39587.16 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -39622.449219 Penalty: 655.170715 Iteration 4Q: 3 clusters Score -39622.45 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -39652.214844 Penalty: 655.170715 Iteration 5Q: 3 clusters Score -39652.21 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -39678.863281 Penalty: 655.170715 Iteration 6Q: 3 clusters Score -39678.86 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -39704.355469 Penalty: 655.170715 Iteration 7Q: 3 clusters Score -39704.36 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -39726.664062 Penalty: 655.170715 Iteration 8Q: 3 clusters Score -39726.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -39742.351562 Penalty: 655.170715 Iteration 9Q: 3 clusters Score -39742.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -39750.484375 Penalty: 655.170715 Iteration 10Q: 3 clusters Score -39750.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -39753.992188 Penalty: 655.170715 Iteration 11Q: 3 clusters Score -39753.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -39759.140625 Penalty: 655.170715 Iteration 12Q: 3 clusters Score -39759.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -39766.718750 Penalty: 655.170715 Iteration 13Q: 3 clusters Score -39766.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -39772.628906 Penalty: 655.170715 Iteration 14Q: 3 clusters Score -39772.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -39779.476562 Penalty: 655.170715 Iteration 15Q: 3 clusters Score -39779.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -39786.359375 Penalty: 655.170715 Iteration 16Q: 3 clusters Score -39786.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -39792.878906 Penalty: 655.170715 Iteration 17Q: 3 clusters Score -39792.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -39800.222656 Penalty: 655.170715 Iteration 18Q: 3 clusters Score -39800.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -39808.234375 Penalty: 655.170715 Iteration 19Q: 3 clusters Score -39808.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -39819.097656 Penalty: 655.170715 Iteration 20F: 3 clusters Score -39819.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -39832.988281 Penalty: 655.170715 Iteration 21Q: 3 clusters Score -39832.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -39844.683594 Penalty: 655.170715 Iteration 22Q: 3 clusters Score -39844.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -39852.472656 Penalty: 655.170715 Iteration 23Q: 3 clusters Score -39852.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -39861.207031 Penalty: 655.170715 Iteration 24Q: 3 clusters Score -39861.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -39865.933594 Penalty: 655.170715 Iteration 25Q: 3 clusters Score -39865.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -39868.718750 Penalty: 655.170715 Iteration 26Q: 3 clusters Score -39868.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -39869.070312 Penalty: 655.170715 Iteration 27Q: 3 clusters Score -39869.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -39869.378906 Penalty: 655.170715 Iteration 28Q: 3 clusters Score -39869.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -39869.960938 Penalty: 655.170715 Iteration 29Q: 3 clusters Score -39869.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -39869.960938 Penalty: 655.170715 Iteration 30F: 3 clusters Score -39869.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Entering Unmasked Estep Score: -62343.285156 Penalty: 343.049927 Iteration 0F: 2 clusters Score -62343.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -60948.082031 Penalty: 686.099854 Iteration 0F: 3 clusters Score -60948.08 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -61411.511719 Penalty: 686.099854 Iteration 1F: 3 clusters Score -61411.51 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -61482.746094 Penalty: 686.099854 Iteration 2F: 3 clusters Score -61482.75 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -61529.304688 Penalty: 686.099854 Iteration 3Q: 3 clusters Score -61529.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -61575.355469 Penalty: 686.099854 Iteration 4Q: 3 clusters Score -61575.36 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -61615.660156 Penalty: 686.099854 Iteration 5Q: 3 clusters Score -61615.66 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -61669.183594 Penalty: 686.099854 Iteration 6Q: 3 clusters Score -61669.18 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -61718.968750 Penalty: 686.099854 Iteration 7Q: 3 clusters Score -61718.97 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61776.242188 Penalty: 686.099854 Iteration 8Q: 3 clusters Score -61776.24 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -61814.699219 Penalty: 686.099854 Iteration 9Q: 3 clusters Score -61814.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -61838.703125 Penalty: 686.099854 Iteration 10Q: 3 clusters Score -61838.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -61848.359375 Penalty: 686.099854 Iteration 11Q: 3 clusters Score -61848.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -61853.105469 Penalty: 686.099854 Iteration 12Q: 3 clusters Score -61853.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -61857.144531 Penalty: 686.099854 Iteration 13Q: 3 clusters Score -61857.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -61858.800781 Penalty: 686.099854 Iteration 14Q: 3 clusters Score -61858.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -61859.617188 Penalty: 686.099854 Iteration 15Q: 3 clusters Score -61859.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -61860.460938 Penalty: 686.099854 Iteration 16Q: 3 clusters Score -61860.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -61860.738281 Penalty: 686.099854 Iteration 17Q: 3 clusters Score -61860.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -61860.824219 Penalty: 686.099854 Iteration 18Q: 3 clusters Score -61860.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -61860.824219 Penalty: 686.099854 Iteration 19F: 3 clusters Score -61860.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Entering Unmasked Estep Score: -260020.609375 Penalty: 412.208069 Iteration 0F: 2 clusters Score -260020.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -254289.515625 Penalty: 824.416138 Iteration 0F: 3 clusters Score -254289.5 nChanged 3890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -256487.078125 Penalty: 824.416138 Iteration 1F: 3 clusters Score -256487.1 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -256634.359375 Penalty: 824.416138 Iteration 2F: 3 clusters Score -256634.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -256779.921875 Penalty: 824.416138 Iteration 3Q: 3 clusters Score -256779.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -256948.546875 Penalty: 824.416138 Iteration 4Q: 3 clusters Score -256948.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -257170.593750 Penalty: 824.416138 Iteration 5Q: 3 clusters Score -257170.6 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -257480.812500 Penalty: 824.416138 Iteration 6Q: 3 clusters Score -257480.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -257868.375000 Penalty: 824.416138 Iteration 7F: 3 clusters Score -257868.4 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -258187.703125 Penalty: 824.416138 Iteration 8Q: 3 clusters Score -258187.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -258412.953125 Penalty: 824.416138 Iteration 9Q: 3 clusters Score -258413 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -258554.921875 Penalty: 824.416138 Iteration 10Q: 3 clusters Score -258554.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -258665.375000 Penalty: 824.416138 Iteration 11Q: 3 clusters Score -258665.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -258766.218750 Penalty: 824.416138 Iteration 12Q: 3 clusters Score -258766.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -258863.625000 Penalty: 824.416138 Iteration 13Q: 3 clusters Score -258863.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -258947.781250 Penalty: 824.416138 Iteration 14Q: 3 clusters Score -258947.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -259033.781250 Penalty: 824.416138 Iteration 15Q: 3 clusters Score -259033.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -259112.875000 Penalty: 824.416138 Iteration 16Q: 3 clusters Score -259112.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -259194.765625 Penalty: 824.416138 Iteration 17Q: 3 clusters Score -259194.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -259272.453125 Penalty: 824.416138 Iteration 18Q: 3 clusters Score -259272.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -259342.593750 Penalty: 824.416138 Iteration 19Q: 3 clusters Score -259342.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -259402.671875 Penalty: 824.416138 Iteration 20F: 3 clusters Score -259402.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -259462.031250 Penalty: 824.416138 Iteration 21Q: 3 clusters Score -259462 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -259513.968750 Penalty: 824.416138 Iteration 22Q: 3 clusters Score -259514 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -259552.000000 Penalty: 824.416138 Iteration 23Q: 3 clusters Score -259552 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 8375 members Entering Unmasked Estep Score: -259574.656250 Penalty: 824.416138 Iteration 24Q: 3 clusters Score -259574.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -259594.390625 Penalty: 824.416138 Iteration 25Q: 3 clusters Score -259594.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -259607.390625 Penalty: 824.416138 Iteration 26Q: 3 clusters Score -259607.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -259617.437500 Penalty: 824.416138 Iteration 27Q: 3 clusters Score -259617.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -259625.828125 Penalty: 824.416138 Iteration 28Q: 3 clusters Score -259625.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -259639.984375 Penalty: 824.416138 Iteration 29Q: 3 clusters Score -259640 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -259653.109375 Penalty: 824.416138 Iteration 30Q: 3 clusters Score -259653.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -259660.421875 Penalty: 824.416138 Iteration 31Q: 3 clusters Score -259660.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -259666.906250 Penalty: 824.416138 Iteration 32Q: 3 clusters Score -259666.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -259668.562500 Penalty: 824.416138 Iteration 33Q: 3 clusters Score -259668.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -259671.671875 Penalty: 824.416138 Iteration 34Q: 3 clusters Score -259671.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -259673.500000 Penalty: 824.416138 Iteration 35Q: 3 clusters Score -259673.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -259674.500000 Penalty: 824.416138 Iteration 36Q: 3 clusters Score -259674.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -259676.828125 Penalty: 824.416138 Iteration 37Q: 3 clusters Score -259676.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -259677.015625 Penalty: 824.416138 Iteration 38Q: 3 clusters Score -259677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -259677.015625 Penalty: 824.416138 Iteration 39F: 3 clusters Score -259677 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Entering Unmasked Estep Score: -170263.453125 Penalty: 389.873413 Iteration 0F: 2 clusters Score -170263.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -166718.437500 Penalty: 779.746826 Iteration 0F: 3 clusters Score -166718.4 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -168347.031250 Penalty: 779.746826 Iteration 1F: 3 clusters Score -168347 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -168732.484375 Penalty: 779.746826 Iteration 2F: 3 clusters Score -168732.5 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -169138.843750 Penalty: 779.746826 Iteration 3F: 3 clusters Score -169138.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -169502.609375 Penalty: 779.746826 Iteration 4F: 3 clusters Score -169502.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -169711.171875 Penalty: 779.746826 Iteration 5Q: 3 clusters Score -169711.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -169795.250000 Penalty: 779.746826 Iteration 6Q: 3 clusters Score -169795.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -169838.250000 Penalty: 779.746826 Iteration 7Q: 3 clusters Score -169838.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -169862.125000 Penalty: 779.746826 Iteration 8Q: 3 clusters Score -169862.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -169884.203125 Penalty: 779.746826 Iteration 9Q: 3 clusters Score -169884.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -169909.515625 Penalty: 779.746826 Iteration 10Q: 3 clusters Score -169909.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -169936.625000 Penalty: 779.746826 Iteration 11Q: 3 clusters Score -169936.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -169962.640625 Penalty: 779.746826 Iteration 12Q: 3 clusters Score -169962.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -170002.156250 Penalty: 779.746826 Iteration 13Q: 3 clusters Score -170002.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -170046.234375 Penalty: 779.746826 Iteration 14Q: 3 clusters Score -170046.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -170097.671875 Penalty: 779.746826 Iteration 15Q: 3 clusters Score -170097.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -170146.000000 Penalty: 779.746826 Iteration 16Q: 3 clusters Score -170146 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -170167.671875 Penalty: 779.746826 Iteration 17Q: 3 clusters Score -170167.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -170178.609375 Penalty: 779.746826 Iteration 18Q: 3 clusters Score -170178.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -170185.890625 Penalty: 779.746826 Iteration 19Q: 3 clusters Score -170185.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -170191.859375 Penalty: 779.746826 Iteration 20F: 3 clusters Score -170191.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -170194.593750 Penalty: 779.746826 Iteration 21Q: 3 clusters Score -170194.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -170196.421875 Penalty: 779.746826 Iteration 22Q: 3 clusters Score -170196.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -170197.734375 Penalty: 779.746826 Iteration 23Q: 3 clusters Score -170197.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -170198.156250 Penalty: 779.746826 Iteration 24Q: 3 clusters Score -170198.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -170199.328125 Penalty: 779.746826 Iteration 25Q: 3 clusters Score -170199.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -170200.875000 Penalty: 779.746826 Iteration 26Q: 3 clusters Score -170200.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -170202.125000 Penalty: 779.746826 Iteration 27Q: 3 clusters Score -170202.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -170202.562500 Penalty: 779.746826 Iteration 28Q: 3 clusters Score -170202.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -170202.875000 Penalty: 779.746826 Iteration 29Q: 3 clusters Score -170202.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -170202.968750 Penalty: 779.746826 Iteration 30Q: 3 clusters Score -170203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -170202.906250 Penalty: 779.746826 Iteration 31Q: 3 clusters Score -170202.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -170202.906250 Penalty: 779.746826 Iteration 32F: 3 clusters Score -170202.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Entering Unmasked Estep Score: -56933.585938 Penalty: 353.583557 Iteration 0F: 2 clusters Score -56933.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -55262.519531 Penalty: 707.167114 Iteration 0F: 3 clusters Score -55262.52 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -55833.929688 Penalty: 707.167114 Iteration 1F: 3 clusters Score -55833.93 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -55926.941406 Penalty: 707.167114 Iteration 2F: 3 clusters Score -55926.94 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -56003.015625 Penalty: 707.167114 Iteration 3Q: 3 clusters Score -56003.02 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -56076.921875 Penalty: 707.167114 Iteration 4F: 3 clusters Score -56076.92 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -56126.566406 Penalty: 707.167114 Iteration 5Q: 3 clusters Score -56126.57 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -56170.304688 Penalty: 707.167114 Iteration 6Q: 3 clusters Score -56170.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -56211.265625 Penalty: 707.167114 Iteration 7Q: 3 clusters Score -56211.27 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -56247.691406 Penalty: 707.167114 Iteration 8Q: 3 clusters Score -56247.69 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -56274.000000 Penalty: 707.167114 Iteration 9Q: 3 clusters Score -56274 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -56291.195312 Penalty: 707.167114 Iteration 10Q: 3 clusters Score -56291.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -56309.660156 Penalty: 707.167114 Iteration 11Q: 3 clusters Score -56309.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -56326.671875 Penalty: 707.167114 Iteration 12Q: 3 clusters Score -56326.67 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -56348.015625 Penalty: 707.167114 Iteration 13Q: 3 clusters Score -56348.02 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -56376.777344 Penalty: 707.167114 Iteration 14Q: 3 clusters Score -56376.78 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -56413.433594 Penalty: 707.167114 Iteration 15Q: 3 clusters Score -56413.43 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -56439.933594 Penalty: 707.167114 Iteration 16Q: 3 clusters Score -56439.93 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -56455.460938 Penalty: 707.167114 Iteration 17Q: 3 clusters Score -56455.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -56468.023438 Penalty: 707.167114 Iteration 18Q: 3 clusters Score -56468.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -56479.691406 Penalty: 707.167114 Iteration 19Q: 3 clusters Score -56479.69 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -56492.679688 Penalty: 707.167114 Iteration 20F: 3 clusters Score -56492.68 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -56507.398438 Penalty: 707.167114 Iteration 21Q: 3 clusters Score -56507.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -56518.175781 Penalty: 707.167114 Iteration 22Q: 3 clusters Score -56518.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -56531.742188 Penalty: 707.167114 Iteration 23Q: 3 clusters Score -56531.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -56546.480469 Penalty: 707.167114 Iteration 24Q: 3 clusters Score -56546.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -56558.449219 Penalty: 707.167114 Iteration 25Q: 3 clusters Score -56558.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -56568.824219 Penalty: 707.167114 Iteration 26Q: 3 clusters Score -56568.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -56576.433594 Penalty: 707.167114 Iteration 27Q: 3 clusters Score -56576.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -56584.894531 Penalty: 707.167114 Iteration 28Q: 3 clusters Score -56584.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -56590.949219 Penalty: 707.167114 Iteration 29Q: 3 clusters Score -56590.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -56595.699219 Penalty: 707.167114 Iteration 30Q: 3 clusters Score -56595.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -56603.570312 Penalty: 707.167114 Iteration 31Q: 3 clusters Score -56603.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -56609.601562 Penalty: 707.167114 Iteration 32Q: 3 clusters Score -56609.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -56614.582031 Penalty: 707.167114 Iteration 33Q: 3 clusters Score -56614.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -56618.640625 Penalty: 707.167114 Iteration 34Q: 3 clusters Score -56618.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -56620.437500 Penalty: 707.167114 Iteration 35Q: 3 clusters Score -56620.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -56621.796875 Penalty: 707.167114 Iteration 36Q: 3 clusters Score -56621.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -56622.390625 Penalty: 707.167114 Iteration 37Q: 3 clusters Score -56622.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -56627.300781 Penalty: 707.167114 Iteration 38Q: 3 clusters Score -56627.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -56633.539062 Penalty: 707.167114 Iteration 39Q: 3 clusters Score -56633.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -56637.851562 Penalty: 707.167114 Iteration 40F: 3 clusters Score -56637.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -56641.019531 Penalty: 707.167114 Iteration 41Q: 3 clusters Score -56641.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -56642.640625 Penalty: 707.167114 Iteration 42Q: 3 clusters Score -56642.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -56644.066406 Penalty: 707.167114 Iteration 43Q: 3 clusters Score -56644.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -56645.027344 Penalty: 707.167114 Iteration 44Q: 3 clusters Score -56645.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -56646.156250 Penalty: 707.167114 Iteration 45Q: 3 clusters Score -56646.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -56647.136719 Penalty: 707.167114 Iteration 46Q: 3 clusters Score -56647.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -56647.136719 Penalty: 707.167114 Iteration 47F: 3 clusters Score -56647.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Entering Unmasked Estep Score: -25533.648438 Penalty: 304.939209 Iteration 0F: 2 clusters Score -25533.65 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 398 members Entering Unmasked Estep Score: -24825.431641 Penalty: 609.878418 Iteration 0F: 3 clusters Score -24825.43 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -25020.712891 Penalty: 609.878418 Iteration 1F: 3 clusters Score -25020.71 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -25065.066406 Penalty: 609.878418 Iteration 2F: 3 clusters Score -25065.07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -25119.173828 Penalty: 609.878418 Iteration 3F: 3 clusters Score -25119.17 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -25153.767578 Penalty: 609.878418 Iteration 4F: 3 clusters Score -25153.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -25170.041016 Penalty: 609.878418 Iteration 5Q: 3 clusters Score -25170.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -25182.781250 Penalty: 609.878418 Iteration 6Q: 3 clusters Score -25182.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -25199.542969 Penalty: 609.878418 Iteration 7Q: 3 clusters Score -25199.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -25210.244141 Penalty: 609.878418 Iteration 8Q: 3 clusters Score -25210.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -25221.091797 Penalty: 609.878418 Iteration 9Q: 3 clusters Score -25221.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -25226.597656 Penalty: 609.878418 Iteration 10Q: 3 clusters Score -25226.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -25230.685547 Penalty: 609.878418 Iteration 11Q: 3 clusters Score -25230.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -25232.779297 Penalty: 609.878418 Iteration 12Q: 3 clusters Score -25232.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -25235.412109 Penalty: 609.878418 Iteration 13Q: 3 clusters Score -25235.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -25237.417969 Penalty: 609.878418 Iteration 14Q: 3 clusters Score -25237.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -25238.845703 Penalty: 609.878418 Iteration 15Q: 3 clusters Score -25238.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -25240.408203 Penalty: 609.878418 Iteration 16Q: 3 clusters Score -25240.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -25242.482422 Penalty: 609.878418 Iteration 17Q: 3 clusters Score -25242.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -25244.484375 Penalty: 609.878418 Iteration 18Q: 3 clusters Score -25244.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -25245.710938 Penalty: 609.878418 Iteration 19Q: 3 clusters Score -25245.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -25247.701172 Penalty: 609.878418 Iteration 20F: 3 clusters Score -25247.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25249.902344 Penalty: 609.878418 Iteration 21Q: 3 clusters Score -25249.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -25252.552734 Penalty: 609.878418 Iteration 22Q: 3 clusters Score -25252.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25252.714844 Penalty: 609.878418 Iteration 23Q: 3 clusters Score -25252.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25253.033203 Penalty: 609.878418 Iteration 24Q: 3 clusters Score -25253.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25253.033203 Penalty: 609.878418 Iteration 25F: 3 clusters Score -25253.03 nChanged 0 20->25 Clusters: Score -2651868.750000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 93600 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4624 members Mstep: Class 4 contains 4646 members Mstep: Class 5 contains 4774 members Mstep: Class 6 contains 4665 members Mstep: Class 7 contains 4563 members Mstep: Class 8 contains 4787 members Mstep: Class 9 contains 4696 members Mstep: Class 10 contains 4655 members Mstep: Class 11 contains 4687 members Mstep: Class 12 contains 4691 members Mstep: Class 13 contains 4654 members Mstep: Class 14 contains 4636 members Mstep: Class 15 contains 4586 members Mstep: Class 16 contains 4651 members Mstep: Class 17 contains 4864 members Mstep: Class 18 contains 4687 members Mstep: Class 19 contains 4721 members Mstep: Class 20 contains 4651 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 88.597488 but Gain 520.829102 Score: -2173273.500000 Penalty: 9895.746094 Iteration 0F: 20 clusters Score -2173274 nChanged 88182 Entering Unmasked Mstep Mstep: Class 0 contains 455 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1869 members Mstep: Class 3 contains 3069 members Mstep: Class 5 contains 2385 members Mstep: Class 6 contains 5716 members Mstep: Class 7 contains 3027 members Mstep: Class 8 contains 17839 members Mstep: Class 9 contains 4972 members Mstep: Class 10 contains 3895 members Mstep: Class 11 contains 2906 members Mstep: Class 12 contains 6718 members Mstep: Class 13 contains 4862 members Mstep: Class 14 contains 3480 members Mstep: Class 15 contains 7295 members Mstep: Class 16 contains 1513 members Mstep: Class 17 contains 12522 members Mstep: Class 18 contains 3007 members Mstep: Class 19 contains 2428 members Mstep: Class 20 contains 2869 members Entering Unmasked Estep ConsiderDeletion Score: -2439308.500000 Penalty: 9895.746094 Iteration 1F: 20 clusters Score -2439308 nChanged 31957 Entering Unmasked Mstep Mstep: Class 0 contains 345 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1271 members Mstep: Class 3 contains 2469 members Mstep: Class 5 contains 1039 members Mstep: Class 6 contains 6687 members Mstep: Class 7 contains 2298 members Mstep: Class 8 contains 12894 members Mstep: Class 9 contains 5486 members Mstep: Class 10 contains 5385 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 8054 members Mstep: Class 13 contains 4777 members Mstep: Class 14 contains 3055 members Mstep: Class 15 contains 9291 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 17130 members Mstep: Class 18 contains 2163 members Mstep: Class 19 contains 3110 members Mstep: Class 20 contains 3385 members Entering Unmasked Estep ConsiderDeletion Score: -2498048.500000 Penalty: 9895.746094 Iteration 2F: 20 clusters Score -2498048 nChanged 23333 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1133 members Mstep: Class 3 contains 2208 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 8670 members Mstep: Class 7 contains 1988 members Mstep: Class 8 contains 7387 members Mstep: Class 9 contains 7016 members Mstep: Class 10 contains 6451 members Mstep: Class 11 contains 1300 members Mstep: Class 12 contains 7726 members Mstep: Class 13 contains 5204 members Mstep: Class 14 contains 2755 members Mstep: Class 15 contains 9733 members Mstep: Class 16 contains 1382 members Mstep: Class 17 contains 18793 members Mstep: Class 18 contains 2076 members Mstep: Class 19 contains 3734 members Mstep: Class 20 contains 4244 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 475.745575 but Gain 520.828125 Score: -2536799.000000 Penalty: 9374.917969 Iteration 3F: 19 clusters Score -2536799 nChanged 18490 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1327 members Mstep: Class 3 contains 2273 members Mstep: Class 6 contains 10968 members Mstep: Class 7 contains 1563 members Mstep: Class 8 contains 3692 members Mstep: Class 9 contains 8886 members Mstep: Class 10 contains 8463 members Mstep: Class 11 contains 846 members Mstep: Class 12 contains 6629 members Mstep: Class 13 contains 5836 members Mstep: Class 14 contains 2573 members Mstep: Class 15 contains 8929 members Mstep: Class 16 contains 1628 members Mstep: Class 17 contains 18359 members Mstep: Class 18 contains 2159 members Mstep: Class 19 contains 3932 members Mstep: Class 20 contains 4603 members Entering Unmasked Estep ConsiderDeletion Score: -2564339.750000 Penalty: 9374.917969 Iteration 4F: 19 clusters Score -2564340 nChanged 13956 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1765 members Mstep: Class 3 contains 2581 members Mstep: Class 6 contains 13107 members Mstep: Class 7 contains 1163 members Mstep: Class 8 contains 1833 members Mstep: Class 9 contains 10085 members Mstep: Class 10 contains 10944 members Mstep: Class 11 contains 580 members Mstep: Class 12 contains 5499 members Mstep: Class 13 contains 6163 members Mstep: Class 14 contains 2366 members Mstep: Class 15 contains 7246 members Mstep: Class 16 contains 1744 members Mstep: Class 17 contains 16960 members Mstep: Class 18 contains 2099 members Mstep: Class 19 contains 3857 members Mstep: Class 20 contains 4849 members Entering Unmasked Estep ConsiderDeletion Score: -2584678.500000 Penalty: 9374.917969 Iteration 5F: 19 clusters Score -2584678 nChanged 10322 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2153 members Mstep: Class 3 contains 2943 members Mstep: Class 6 contains 14821 members Mstep: Class 7 contains 856 members Mstep: Class 8 contains 1192 members Mstep: Class 9 contains 10562 members Mstep: Class 10 contains 13182 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 4457 members Mstep: Class 13 contains 6146 members Mstep: Class 14 contains 2166 members Mstep: Class 15 contains 5397 members Mstep: Class 16 contains 1824 members Mstep: Class 17 contains 15643 members Mstep: Class 18 contains 1972 members Mstep: Class 19 contains 3537 members Mstep: Class 20 contains 5626 members Entering Unmasked Estep ConsiderDeletion Score: -2598919.750000 Penalty: 9374.917969 Iteration 6F: 19 clusters Score -2598920 nChanged 7460 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2395 members Mstep: Class 3 contains 3198 members Mstep: Class 6 contains 15982 members Mstep: Class 7 contains 701 members Mstep: Class 8 contains 954 members Mstep: Class 9 contains 10804 members Mstep: Class 10 contains 14745 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 3810 members Mstep: Class 13 contains 6074 members Mstep: Class 14 contains 2017 members Mstep: Class 15 contains 3871 members Mstep: Class 16 contains 1863 members Mstep: Class 17 contains 15021 members Mstep: Class 18 contains 1822 members Mstep: Class 19 contains 3077 members Mstep: Class 20 contains 6218 members Entering Unmasked Estep ConsiderDeletion Score: -2608314.000000 Penalty: 9374.917969 Iteration 7F: 19 clusters Score -2608314 nChanged 5271 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2422 members Mstep: Class 3 contains 3285 members Mstep: Class 6 contains 16689 members Mstep: Class 7 contains 651 members Mstep: Class 8 contains 838 members Mstep: Class 9 contains 10878 members Mstep: Class 10 contains 15614 members Mstep: Class 11 contains 469 members Mstep: Class 12 contains 3581 members Mstep: Class 13 contains 5960 members Mstep: Class 14 contains 1963 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 1874 members Mstep: Class 17 contains 14761 members Mstep: Class 18 contains 1712 members Mstep: Class 19 contains 2649 members Mstep: Class 20 contains 6727 members Entering Unmasked Estep ConsiderDeletion Score: -2613212.000000 Penalty: 9374.917969 Iteration 8F: 19 clusters Score -2613212 nChanged 3857 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2339 members Mstep: Class 3 contains 3252 members Mstep: Class 6 contains 17318 members Mstep: Class 7 contains 631 members Mstep: Class 8 contains 793 members Mstep: Class 9 contains 10825 members Mstep: Class 10 contains 16143 members Mstep: Class 11 contains 479 members Mstep: Class 12 contains 3430 members Mstep: Class 13 contains 5910 members Mstep: Class 14 contains 1898 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 1918 members Mstep: Class 17 contains 14630 members Mstep: Class 18 contains 1640 members Mstep: Class 19 contains 2265 members Mstep: Class 20 contains 7125 members Entering Unmasked Estep ConsiderDeletion Score: -2616169.500000 Penalty: 9374.917969 Iteration 9Q: 19 clusters Score -2616170 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2290 members Mstep: Class 3 contains 3161 members Mstep: Class 6 contains 17780 members Mstep: Class 7 contains 677 members Mstep: Class 8 contains 783 members Mstep: Class 9 contains 10747 members Mstep: Class 10 contains 16481 members Mstep: Class 11 contains 502 members Mstep: Class 12 contains 3217 members Mstep: Class 13 contains 5859 members Mstep: Class 14 contains 1840 members Mstep: Class 15 contains 2272 members Mstep: Class 16 contains 2004 members Mstep: Class 17 contains 14539 members Mstep: Class 18 contains 1585 members Mstep: Class 19 contains 1979 members Mstep: Class 20 contains 7407 members Entering Unmasked Estep ConsiderDeletion Score: -2618278.000000 Penalty: 9374.917969 Iteration 10Q: 19 clusters Score -2618278 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2331 members Mstep: Class 3 contains 3066 members Mstep: Class 6 contains 18131 members Mstep: Class 7 contains 760 members Mstep: Class 8 contains 811 members Mstep: Class 9 contains 10648 members Mstep: Class 10 contains 16722 members Mstep: Class 11 contains 538 members Mstep: Class 12 contains 2944 members Mstep: Class 13 contains 5814 members Mstep: Class 14 contains 1769 members Mstep: Class 15 contains 2163 members Mstep: Class 16 contains 2086 members Mstep: Class 17 contains 14438 members Mstep: Class 18 contains 1535 members Mstep: Class 19 contains 1738 members Mstep: Class 20 contains 7639 members Entering Unmasked Estep ConsiderDeletion Score: -2619967.500000 Penalty: 9374.917969 Iteration 11Q: 19 clusters Score -2619968 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2406 members Mstep: Class 3 contains 2957 members Mstep: Class 6 contains 18377 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 10527 members Mstep: Class 10 contains 16893 members Mstep: Class 11 contains 593 members Mstep: Class 12 contains 2669 members Mstep: Class 13 contains 5801 members Mstep: Class 14 contains 1714 members Mstep: Class 15 contains 2116 members Mstep: Class 16 contains 2138 members Mstep: Class 17 contains 14365 members Mstep: Class 18 contains 1498 members Mstep: Class 19 contains 1529 members Mstep: Class 20 contains 7819 members Entering Unmasked Estep ConsiderDeletion Score: -2621412.750000 Penalty: 9374.917969 Iteration 12Q: 19 clusters Score -2621413 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2496 members Mstep: Class 3 contains 2846 members Mstep: Class 6 contains 18527 members Mstep: Class 7 contains 1035 members Mstep: Class 8 contains 893 members Mstep: Class 9 contains 10425 members Mstep: Class 10 contains 16997 members Mstep: Class 11 contains 668 members Mstep: Class 12 contains 2441 members Mstep: Class 13 contains 5789 members Mstep: Class 14 contains 1680 members Mstep: Class 15 contains 2111 members Mstep: Class 16 contains 2198 members Mstep: Class 17 contains 14299 members Mstep: Class 18 contains 1446 members Mstep: Class 19 contains 1356 members Mstep: Class 20 contains 7940 members Entering Unmasked Estep ConsiderDeletion Score: -2622707.500000 Penalty: 9374.917969 Iteration 13Q: 19 clusters Score -2622708 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2582 members Mstep: Class 3 contains 2735 members Mstep: Class 6 contains 18611 members Mstep: Class 7 contains 1191 members Mstep: Class 8 contains 933 members Mstep: Class 9 contains 10297 members Mstep: Class 10 contains 17067 members Mstep: Class 11 contains 746 members Mstep: Class 12 contains 2265 members Mstep: Class 13 contains 5784 members Mstep: Class 14 contains 1655 members Mstep: Class 15 contains 2133 members Mstep: Class 16 contains 2293 members Mstep: Class 17 contains 14247 members Mstep: Class 18 contains 1398 members Mstep: Class 19 contains 1208 members Mstep: Class 20 contains 8010 members Entering Unmasked Estep ConsiderDeletion Score: -2623822.750000 Penalty: 9374.917969 Iteration 14Q: 19 clusters Score -2623823 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2654 members Mstep: Class 3 contains 2633 members Mstep: Class 6 contains 18631 members Mstep: Class 7 contains 1334 members Mstep: Class 8 contains 967 members Mstep: Class 9 contains 10169 members Mstep: Class 10 contains 17111 members Mstep: Class 11 contains 831 members Mstep: Class 12 contains 2141 members Mstep: Class 13 contains 5786 members Mstep: Class 14 contains 1631 members Mstep: Class 15 contains 2186 members Mstep: Class 16 contains 2397 members Mstep: Class 17 contains 14200 members Mstep: Class 18 contains 1330 members Mstep: Class 19 contains 1097 members Mstep: Class 20 contains 8058 members Entering Unmasked Estep ConsiderDeletion Score: -2624623.000000 Penalty: 9374.917969 Iteration 15Q: 19 clusters Score -2624623 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 2714 members Mstep: Class 3 contains 2538 members Mstep: Class 6 contains 18685 members Mstep: Class 7 contains 1421 members Mstep: Class 8 contains 1015 members Mstep: Class 9 contains 10052 members Mstep: Class 10 contains 17143 members Mstep: Class 11 contains 904 members Mstep: Class 12 contains 2027 members Mstep: Class 13 contains 5786 members Mstep: Class 14 contains 1600 members Mstep: Class 15 contains 2230 members Mstep: Class 16 contains 2525 members Mstep: Class 17 contains 14155 members Mstep: Class 18 contains 1269 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 8105 members Entering Unmasked Estep ConsiderDeletion Score: -2625210.250000 Penalty: 9374.917969 Iteration 16Q: 19 clusters Score -2625210 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2757 members Mstep: Class 3 contains 2455 members Mstep: Class 6 contains 18753 members Mstep: Class 7 contains 1456 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 9942 members Mstep: Class 10 contains 17165 members Mstep: Class 11 contains 962 members Mstep: Class 12 contains 1946 members Mstep: Class 13 contains 5815 members Mstep: Class 14 contains 1563 members Mstep: Class 15 contains 2256 members Mstep: Class 16 contains 2637 members Mstep: Class 17 contains 14122 members Mstep: Class 18 contains 1209 members Mstep: Class 19 contains 911 members Mstep: Class 20 contains 8163 members Entering Unmasked Estep ConsiderDeletion Score: -2625596.250000 Penalty: 9374.917969 Iteration 17Q: 19 clusters Score -2625596 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 2399 members Mstep: Class 6 contains 18812 members Mstep: Class 7 contains 1478 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 9831 members Mstep: Class 10 contains 17163 members Mstep: Class 11 contains 1015 members Mstep: Class 12 contains 1880 members Mstep: Class 13 contains 5834 members Mstep: Class 14 contains 1549 members Mstep: Class 15 contains 2309 members Mstep: Class 16 contains 2715 members Mstep: Class 17 contains 14076 members Mstep: Class 18 contains 1155 members Mstep: Class 19 contains 842 members Mstep: Class 20 contains 8222 members Entering Unmasked Estep ConsiderDeletion Score: -2625869.000000 Penalty: 9374.917969 Iteration 18Q: 19 clusters Score -2625869 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2828 members Mstep: Class 3 contains 2358 members Mstep: Class 6 contains 18868 members Mstep: Class 7 contains 1488 members Mstep: Class 8 contains 1165 members Mstep: Class 9 contains 9726 members Mstep: Class 10 contains 17161 members Mstep: Class 11 contains 1065 members Mstep: Class 12 contains 1830 members Mstep: Class 13 contains 5848 members Mstep: Class 14 contains 1541 members Mstep: Class 15 contains 2354 members Mstep: Class 16 contains 2757 members Mstep: Class 17 contains 14035 members Mstep: Class 18 contains 1122 members Mstep: Class 19 contains 781 members Mstep: Class 20 contains 8274 members Entering Unmasked Estep ConsiderDeletion Score: -2626068.500000 Penalty: 9374.917969 Iteration 19Q: 19 clusters Score -2626068 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2852 members Mstep: Class 3 contains 2326 members Mstep: Class 6 contains 18927 members Mstep: Class 7 contains 1485 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 9639 members Mstep: Class 10 contains 17157 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 1791 members Mstep: Class 13 contains 5846 members Mstep: Class 14 contains 1529 members Mstep: Class 15 contains 2400 members Mstep: Class 16 contains 2786 members Mstep: Class 17 contains 14005 members Mstep: Class 18 contains 1097 members Mstep: Class 19 contains 732 members Mstep: Class 20 contains 8326 members Entering Unmasked Estep ConsiderDeletion Score: -2626514.000000 Penalty: 9374.917969 Iteration 20F: 19 clusters Score -2626514 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2866 members Mstep: Class 3 contains 2297 members Mstep: Class 6 contains 18913 members Mstep: Class 7 contains 1565 members Mstep: Class 8 contains 1275 members Mstep: Class 9 contains 9523 members Mstep: Class 10 contains 17156 members Mstep: Class 11 contains 1174 members Mstep: Class 12 contains 1763 members Mstep: Class 13 contains 5815 members Mstep: Class 14 contains 1483 members Mstep: Class 15 contains 2438 members Mstep: Class 16 contains 2804 members Mstep: Class 17 contains 13980 members Mstep: Class 18 contains 1087 members Mstep: Class 19 contains 707 members Mstep: Class 20 contains 8376 members Entering Unmasked Estep ConsiderDeletion Score: -2626764.000000 Penalty: 9374.917969 Iteration 21Q: 19 clusters Score -2626764 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 2870 members Mstep: Class 3 contains 2271 members Mstep: Class 6 contains 18904 members Mstep: Class 7 contains 1608 members Mstep: Class 8 contains 1355 members Mstep: Class 9 contains 9423 members Mstep: Class 10 contains 17157 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 1743 members Mstep: Class 13 contains 5794 members Mstep: Class 14 contains 1458 members Mstep: Class 15 contains 2463 members Mstep: Class 16 contains 2846 members Mstep: Class 17 contains 13955 members Mstep: Class 18 contains 1049 members Mstep: Class 19 contains 683 members Mstep: Class 20 contains 8421 members Entering Unmasked Estep ConsiderDeletion Score: -2626955.500000 Penalty: 9374.917969 Iteration 22Q: 19 clusters Score -2626956 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 2873 members Mstep: Class 3 contains 2248 members Mstep: Class 6 contains 18888 members Mstep: Class 7 contains 1632 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 9341 members Mstep: Class 10 contains 17157 members Mstep: Class 11 contains 1281 members Mstep: Class 12 contains 1725 members Mstep: Class 13 contains 5757 members Mstep: Class 14 contains 1430 members Mstep: Class 15 contains 2496 members Mstep: Class 16 contains 2887 members Mstep: Class 17 contains 13934 members Mstep: Class 18 contains 1021 members Mstep: Class 19 contains 683 members Mstep: Class 20 contains 8447 members Entering Unmasked Estep ConsiderDeletion Score: -2627130.000000 Penalty: 9374.917969 Iteration 23Q: 19 clusters Score -2627130 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2877 members Mstep: Class 3 contains 2232 members Mstep: Class 6 contains 18848 members Mstep: Class 7 contains 1652 members Mstep: Class 8 contains 1535 members Mstep: Class 9 contains 9246 members Mstep: Class 10 contains 17154 members Mstep: Class 11 contains 1332 members Mstep: Class 12 contains 1711 members Mstep: Class 13 contains 5704 members Mstep: Class 14 contains 1420 members Mstep: Class 15 contains 2532 members Mstep: Class 16 contains 2918 members Mstep: Class 17 contains 13916 members Mstep: Class 18 contains 992 members Mstep: Class 19 contains 692 members Mstep: Class 20 contains 8488 members Entering Unmasked Estep ConsiderDeletion Score: -2627258.000000 Penalty: 9374.917969 Iteration 24Q: 19 clusters Score -2627258 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2879 members Mstep: Class 3 contains 2216 members Mstep: Class 6 contains 18825 members Mstep: Class 7 contains 1660 members Mstep: Class 8 contains 1619 members Mstep: Class 9 contains 9162 members Mstep: Class 10 contains 17146 members Mstep: Class 11 contains 1378 members Mstep: Class 12 contains 1697 members Mstep: Class 13 contains 5647 members Mstep: Class 14 contains 1403 members Mstep: Class 15 contains 2587 members Mstep: Class 16 contains 2938 members Mstep: Class 17 contains 13897 members Mstep: Class 18 contains 969 members Mstep: Class 19 contains 708 members Mstep: Class 20 contains 8524 members Entering Unmasked Estep ConsiderDeletion Score: -2627373.250000 Penalty: 9374.917969 Iteration 25Q: 19 clusters Score -2627373 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2885 members Mstep: Class 3 contains 2209 members Mstep: Class 6 contains 18816 members Mstep: Class 7 contains 1667 members Mstep: Class 8 contains 1704 members Mstep: Class 9 contains 9082 members Mstep: Class 10 contains 17135 members Mstep: Class 11 contains 1417 members Mstep: Class 12 contains 1683 members Mstep: Class 13 contains 5575 members Mstep: Class 14 contains 1375 members Mstep: Class 15 contains 2644 members Mstep: Class 16 contains 2958 members Mstep: Class 17 contains 13884 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 731 members Mstep: Class 20 contains 8548 members Entering Unmasked Estep ConsiderDeletion Score: -2627490.000000 Penalty: 9374.917969 Iteration 26Q: 19 clusters Score -2627490 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 2893 members Mstep: Class 3 contains 2201 members Mstep: Class 6 contains 18805 members Mstep: Class 7 contains 1676 members Mstep: Class 8 contains 1796 members Mstep: Class 9 contains 9000 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 1666 members Mstep: Class 13 contains 5504 members Mstep: Class 14 contains 1361 members Mstep: Class 15 contains 2685 members Mstep: Class 16 contains 2968 members Mstep: Class 17 contains 13874 members Mstep: Class 18 contains 937 members Mstep: Class 19 contains 755 members Mstep: Class 20 contains 8577 members Entering Unmasked Estep ConsiderDeletion Score: -2627586.750000 Penalty: 9374.917969 Iteration 27Q: 19 clusters Score -2627587 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2904 members Mstep: Class 3 contains 2191 members Mstep: Class 6 contains 18800 members Mstep: Class 7 contains 1682 members Mstep: Class 8 contains 1874 members Mstep: Class 9 contains 8931 members Mstep: Class 10 contains 17131 members Mstep: Class 11 contains 1496 members Mstep: Class 12 contains 1644 members Mstep: Class 13 contains 5443 members Mstep: Class 14 contains 1333 members Mstep: Class 15 contains 2715 members Mstep: Class 16 contains 2971 members Mstep: Class 17 contains 13865 members Mstep: Class 18 contains 934 members Mstep: Class 19 contains 774 members Mstep: Class 20 contains 8603 members Entering Unmasked Estep ConsiderDeletion Score: -2627683.500000 Penalty: 9374.917969 Iteration 28Q: 19 clusters Score -2627684 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2913 members Mstep: Class 3 contains 2177 members Mstep: Class 6 contains 18788 members Mstep: Class 7 contains 1689 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 8855 members Mstep: Class 10 contains 17125 members Mstep: Class 11 contains 1538 members Mstep: Class 12 contains 1628 members Mstep: Class 13 contains 5394 members Mstep: Class 14 contains 1305 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 2987 members Mstep: Class 17 contains 13855 members Mstep: Class 18 contains 927 members Mstep: Class 19 contains 794 members Mstep: Class 20 contains 8623 members Entering Unmasked Estep ConsiderDeletion Score: -2627756.250000 Penalty: 9374.917969 Iteration 29Q: 19 clusters Score -2627756 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2929 members Mstep: Class 3 contains 2172 members Mstep: Class 6 contains 18790 members Mstep: Class 7 contains 1696 members Mstep: Class 8 contains 2054 members Mstep: Class 9 contains 8791 members Mstep: Class 10 contains 17123 members Mstep: Class 11 contains 1567 members Mstep: Class 12 contains 1604 members Mstep: Class 13 contains 5333 members Mstep: Class 14 contains 1276 members Mstep: Class 15 contains 2750 members Mstep: Class 16 contains 3004 members Mstep: Class 17 contains 13846 members Mstep: Class 18 contains 916 members Mstep: Class 19 contains 814 members Mstep: Class 20 contains 8642 members Entering Unmasked Estep ConsiderDeletion Score: -2627840.750000 Penalty: 9374.917969 Iteration 30Q: 19 clusters Score -2627841 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2931 members Mstep: Class 3 contains 2164 members Mstep: Class 6 contains 18808 members Mstep: Class 7 contains 1701 members Mstep: Class 8 contains 2122 members Mstep: Class 9 contains 8741 members Mstep: Class 10 contains 17122 members Mstep: Class 11 contains 1609 members Mstep: Class 12 contains 1586 members Mstep: Class 13 contains 5269 members Mstep: Class 14 contains 1240 members Mstep: Class 15 contains 2761 members Mstep: Class 16 contains 3018 members Mstep: Class 17 contains 13839 members Mstep: Class 18 contains 909 members Mstep: Class 19 contains 824 members Mstep: Class 20 contains 8665 members Entering Unmasked Estep ConsiderDeletion Score: -2627895.750000 Penalty: 9374.917969 Iteration 31Q: 19 clusters Score -2627896 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2935 members Mstep: Class 3 contains 2155 members Mstep: Class 6 contains 18806 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 2182 members Mstep: Class 9 contains 8706 members Mstep: Class 10 contains 17123 members Mstep: Class 11 contains 1646 members Mstep: Class 12 contains 1573 members Mstep: Class 13 contains 5206 members Mstep: Class 14 contains 1208 members Mstep: Class 15 contains 2767 members Mstep: Class 16 contains 3034 members Mstep: Class 17 contains 13833 members Mstep: Class 18 contains 905 members Mstep: Class 19 contains 831 members Mstep: Class 20 contains 8693 members Entering Unmasked Estep ConsiderDeletion Score: -2627941.000000 Penalty: 9374.917969 Iteration 32Q: 19 clusters Score -2627941 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 2941 members Mstep: Class 3 contains 2144 members Mstep: Class 6 contains 18809 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 2239 members Mstep: Class 9 contains 8667 members Mstep: Class 10 contains 17126 members Mstep: Class 11 contains 1694 members Mstep: Class 12 contains 1562 members Mstep: Class 13 contains 5142 members Mstep: Class 14 contains 1183 members Mstep: Class 15 contains 2769 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 13826 members Mstep: Class 18 contains 898 members Mstep: Class 19 contains 839 members Mstep: Class 20 contains 8714 members Entering Unmasked Estep ConsiderDeletion Score: -2627999.500000 Penalty: 9374.917969 Iteration 33Q: 19 clusters Score -2628000 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2945 members Mstep: Class 3 contains 2129 members Mstep: Class 6 contains 18822 members Mstep: Class 7 contains 1700 members Mstep: Class 8 contains 2302 members Mstep: Class 9 contains 8636 members Mstep: Class 10 contains 17125 members Mstep: Class 11 contains 1749 members Mstep: Class 12 contains 1551 members Mstep: Class 13 contains 5060 members Mstep: Class 14 contains 1156 members Mstep: Class 15 contains 2777 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 13819 members Mstep: Class 18 contains 896 members Mstep: Class 19 contains 848 members Mstep: Class 20 contains 8732 members Entering Unmasked Estep ConsiderDeletion Score: -2628073.750000 Penalty: 9374.917969 Iteration 34Q: 19 clusters Score -2628074 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2947 members Mstep: Class 3 contains 2114 members Mstep: Class 6 contains 18823 members Mstep: Class 7 contains 1698 members Mstep: Class 8 contains 2377 members Mstep: Class 9 contains 8600 members Mstep: Class 10 contains 17128 members Mstep: Class 11 contains 1803 members Mstep: Class 12 contains 1538 members Mstep: Class 13 contains 4983 members Mstep: Class 14 contains 1126 members Mstep: Class 15 contains 2795 members Mstep: Class 16 contains 3069 members Mstep: Class 17 contains 13813 members Mstep: Class 18 contains 890 members Mstep: Class 19 contains 857 members Mstep: Class 20 contains 8746 members Entering Unmasked Estep ConsiderDeletion Score: -2628118.750000 Penalty: 9374.917969 Iteration 35Q: 19 clusters Score -2628119 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 2950 members Mstep: Class 3 contains 2101 members Mstep: Class 6 contains 18821 members Mstep: Class 7 contains 1689 members Mstep: Class 8 contains 2450 members Mstep: Class 9 contains 8577 members Mstep: Class 10 contains 17128 members Mstep: Class 11 contains 1865 members Mstep: Class 12 contains 1529 members Mstep: Class 13 contains 4895 members Mstep: Class 14 contains 1104 members Mstep: Class 15 contains 2810 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 13807 members Mstep: Class 18 contains 883 members Mstep: Class 19 contains 869 members Mstep: Class 20 contains 8754 members Entering Unmasked Estep ConsiderDeletion Score: -2628180.000000 Penalty: 9374.917969 Iteration 36Q: 19 clusters Score -2628180 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2957 members Mstep: Class 3 contains 2092 members Mstep: Class 6 contains 18816 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 2519 members Mstep: Class 9 contains 8554 members Mstep: Class 10 contains 17129 members Mstep: Class 11 contains 1918 members Mstep: Class 12 contains 1517 members Mstep: Class 13 contains 4809 members Mstep: Class 14 contains 1081 members Mstep: Class 15 contains 2825 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 13794 members Mstep: Class 18 contains 880 members Mstep: Class 19 contains 882 members Mstep: Class 20 contains 8768 members Entering Unmasked Estep ConsiderDeletion Score: -2628252.000000 Penalty: 9374.917969 Iteration 37Q: 19 clusters Score -2628252 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2964 members Mstep: Class 3 contains 2081 members Mstep: Class 6 contains 18797 members Mstep: Class 7 contains 1675 members Mstep: Class 8 contains 2587 members Mstep: Class 9 contains 8544 members Mstep: Class 10 contains 17132 members Mstep: Class 11 contains 1956 members Mstep: Class 12 contains 1502 members Mstep: Class 13 contains 4731 members Mstep: Class 14 contains 1067 members Mstep: Class 15 contains 2840 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 13785 members Mstep: Class 18 contains 874 members Mstep: Class 19 contains 900 members Mstep: Class 20 contains 8790 members Entering Unmasked Estep ConsiderDeletion Score: -2628308.750000 Penalty: 9374.917969 Iteration 38Q: 19 clusters Score -2628309 nChanged 335 Entering ConstructFrom: Score: -2628308.750000 Penalty: 9374.917969 Entering ConstructFrom: Trying to split cluster 1 (265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Entering Unmasked Estep Score: -7884.063965 Penalty: 253.877716 Iteration 0F: 2 clusters Score -7884.064 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 134 members Entering Unmasked Estep Score: -7539.775879 Penalty: 507.755432 Iteration 0F: 3 clusters Score -7539.776 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7599.452148 Penalty: 507.755432 Iteration 1F: 3 clusters Score -7599.452 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7619.643066 Penalty: 507.755432 Iteration 2F: 3 clusters Score -7619.643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7628.543945 Penalty: 507.755432 Iteration 3Q: 3 clusters Score -7628.544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7638.472656 Penalty: 507.755432 Iteration 4Q: 3 clusters Score -7638.473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7644.367676 Penalty: 507.755432 Iteration 5Q: 3 clusters Score -7644.368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -7649.165527 Penalty: 507.755432 Iteration 6Q: 3 clusters Score -7649.166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7655.712402 Penalty: 507.755432 Iteration 7Q: 3 clusters Score -7655.712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7662.555664 Penalty: 507.755432 Iteration 8Q: 3 clusters Score -7662.556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -7668.159180 Penalty: 507.755432 Iteration 9Q: 3 clusters Score -7668.159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -7672.703613 Penalty: 507.755432 Iteration 10Q: 3 clusters Score -7672.704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7674.896973 Penalty: 507.755432 Iteration 11Q: 3 clusters Score -7674.897 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7674.896973 Penalty: 507.755432 Iteration 12F: 3 clusters Score -7674.897 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Entering Unmasked Estep Score: -96468.203125 Penalty: 363.863068 Iteration 0F: 2 clusters Score -96468.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -94388.898438 Penalty: 727.726135 Iteration 0F: 3 clusters Score -94388.9 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -95244.507812 Penalty: 727.726135 Iteration 1F: 3 clusters Score -95244.51 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -95359.546875 Penalty: 727.726135 Iteration 2F: 3 clusters Score -95359.55 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -95430.140625 Penalty: 727.726135 Iteration 3F: 3 clusters Score -95430.14 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -95481.054688 Penalty: 727.726135 Iteration 4Q: 3 clusters Score -95481.05 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -95516.632812 Penalty: 727.726135 Iteration 5Q: 3 clusters Score -95516.63 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -95553.851562 Penalty: 727.726135 Iteration 6Q: 3 clusters Score -95553.85 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -95587.234375 Penalty: 727.726135 Iteration 7Q: 3 clusters Score -95587.23 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -95616.156250 Penalty: 727.726135 Iteration 8Q: 3 clusters Score -95616.16 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -95644.585938 Penalty: 727.726135 Iteration 9Q: 3 clusters Score -95644.59 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -95669.265625 Penalty: 727.726135 Iteration 10Q: 3 clusters Score -95669.27 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -95696.281250 Penalty: 727.726135 Iteration 11Q: 3 clusters Score -95696.28 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -95728.773438 Penalty: 727.726135 Iteration 12Q: 3 clusters Score -95728.77 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -95749.000000 Penalty: 727.726135 Iteration 13Q: 3 clusters Score -95749 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -95762.546875 Penalty: 727.726135 Iteration 14Q: 3 clusters Score -95762.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -95774.328125 Penalty: 727.726135 Iteration 15Q: 3 clusters Score -95774.33 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -95786.117188 Penalty: 727.726135 Iteration 16Q: 3 clusters Score -95786.12 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -95799.257812 Penalty: 727.726135 Iteration 17Q: 3 clusters Score -95799.26 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -95821.632812 Penalty: 727.726135 Iteration 18Q: 3 clusters Score -95821.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -95848.320312 Penalty: 727.726135 Iteration 19Q: 3 clusters Score -95848.32 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -95877.523438 Penalty: 727.726135 Iteration 20F: 3 clusters Score -95877.52 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -95900.804688 Penalty: 727.726135 Iteration 21Q: 3 clusters Score -95900.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -95914.796875 Penalty: 727.726135 Iteration 22Q: 3 clusters Score -95914.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -95925.140625 Penalty: 727.726135 Iteration 23Q: 3 clusters Score -95925.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -95930.578125 Penalty: 727.726135 Iteration 24Q: 3 clusters Score -95930.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -95934.000000 Penalty: 727.726135 Iteration 25Q: 3 clusters Score -95934 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -95936.976562 Penalty: 727.726135 Iteration 26Q: 3 clusters Score -95936.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -95939.117188 Penalty: 727.726135 Iteration 27Q: 3 clusters Score -95939.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -95940.414062 Penalty: 727.726135 Iteration 28Q: 3 clusters Score -95940.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -95940.835938 Penalty: 727.726135 Iteration 29Q: 3 clusters Score -95940.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -95941.875000 Penalty: 727.726135 Iteration 30Q: 3 clusters Score -95941.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -95942.320312 Penalty: 727.726135 Iteration 31Q: 3 clusters Score -95942.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -95943.273438 Penalty: 727.726135 Iteration 32Q: 3 clusters Score -95943.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -95944.062500 Penalty: 727.726135 Iteration 33Q: 3 clusters Score -95944.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -95944.882812 Penalty: 727.726135 Iteration 34Q: 3 clusters Score -95944.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -95945.460938 Penalty: 727.726135 Iteration 35Q: 3 clusters Score -95945.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -95946.367188 Penalty: 727.726135 Iteration 36Q: 3 clusters Score -95946.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -95946.460938 Penalty: 727.726135 Iteration 37Q: 3 clusters Score -95946.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -95946.812500 Penalty: 727.726135 Iteration 38Q: 3 clusters Score -95946.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -95946.734375 Penalty: 727.726135 Iteration 39Q: 3 clusters Score -95946.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -95946.914062 Penalty: 727.726135 Iteration 40F: 3 clusters Score -95946.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -95947.015625 Penalty: 727.726135 Iteration 41Q: 3 clusters Score -95947.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -95947.226562 Penalty: 727.726135 Iteration 42Q: 3 clusters Score -95947.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -95947.359375 Penalty: 727.726135 Iteration 43Q: 3 clusters Score -95947.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -95947.445312 Penalty: 727.726135 Iteration 44Q: 3 clusters Score -95947.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -95947.531250 Penalty: 727.726135 Iteration 45Q: 3 clusters Score -95947.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -95947.632812 Penalty: 727.726135 Iteration 46Q: 3 clusters Score -95947.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -95947.656250 Penalty: 727.726135 Iteration 47Q: 3 clusters Score -95947.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -95947.898438 Penalty: 727.726135 Iteration 48Q: 3 clusters Score -95947.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -95948.039062 Penalty: 727.726135 Iteration 49Q: 3 clusters Score -95948.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -95948.500000 Penalty: 727.726135 Iteration 50Q: 3 clusters Score -95948.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -95948.609375 Penalty: 727.726135 Iteration 51Q: 3 clusters Score -95948.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -95948.890625 Penalty: 727.726135 Iteration 52Q: 3 clusters Score -95948.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -95948.890625 Penalty: 727.726135 Iteration 53F: 3 clusters Score -95948.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Entering Unmasked Estep Score: -60467.578125 Penalty: 347.406342 Iteration 0F: 2 clusters Score -60467.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -58968.980469 Penalty: 694.812683 Iteration 0F: 3 clusters Score -58968.98 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -59468.140625 Penalty: 694.812683 Iteration 1F: 3 clusters Score -59468.14 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -59565.351562 Penalty: 694.812683 Iteration 2F: 3 clusters Score -59565.35 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -59656.835938 Penalty: 694.812683 Iteration 3F: 3 clusters Score -59656.84 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -59764.003906 Penalty: 694.812683 Iteration 4F: 3 clusters Score -59764 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -59895.605469 Penalty: 694.812683 Iteration 5F: 3 clusters Score -59895.61 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -60000.617188 Penalty: 694.812683 Iteration 6F: 3 clusters Score -60000.62 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -60097.914062 Penalty: 694.812683 Iteration 7Q: 3 clusters Score -60097.91 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -60186.988281 Penalty: 694.812683 Iteration 8Q: 3 clusters Score -60186.99 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -60300.734375 Penalty: 694.812683 Iteration 9Q: 3 clusters Score -60300.73 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -60419.671875 Penalty: 694.812683 Iteration 10Q: 3 clusters Score -60419.67 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -60497.789062 Penalty: 694.812683 Iteration 11Q: 3 clusters Score -60497.79 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -60540.550781 Penalty: 694.812683 Iteration 12Q: 3 clusters Score -60540.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -60568.214844 Penalty: 694.812683 Iteration 13Q: 3 clusters Score -60568.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -60581.937500 Penalty: 694.812683 Iteration 14Q: 3 clusters Score -60581.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -60592.476562 Penalty: 694.812683 Iteration 15Q: 3 clusters Score -60592.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -60603.437500 Penalty: 694.812683 Iteration 16Q: 3 clusters Score -60603.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -60607.402344 Penalty: 694.812683 Iteration 17Q: 3 clusters Score -60607.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -60609.664062 Penalty: 694.812683 Iteration 18Q: 3 clusters Score -60609.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -60612.132812 Penalty: 694.812683 Iteration 19Q: 3 clusters Score -60612.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -60612.828125 Penalty: 694.812683 Iteration 20F: 3 clusters Score -60612.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -60613.507812 Penalty: 694.812683 Iteration 21Q: 3 clusters Score -60613.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -60614.105469 Penalty: 694.812683 Iteration 22Q: 3 clusters Score -60614.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -60614.105469 Penalty: 694.812683 Iteration 23F: 3 clusters Score -60614.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 6 contains 18780 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 8535 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 13778 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 8811 members Entering Unmasked Estep Score: -2628318.500000 Penalty: 9895.746094 Splitting cluster 3 changes total score from -2628308.750000 to -2628318.500000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 6 (18780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18780 members Entering Unmasked Estep Score: -594110.812500 Penalty: 447.744904 Iteration 0F: 2 clusters Score -594110.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -581505.750000 Penalty: 895.489807 Iteration 0F: 3 clusters Score -581505.8 nChanged 8904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -587137.687500 Penalty: 895.489807 Iteration 1F: 3 clusters Score -587137.7 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -587855.625000 Penalty: 895.489807 Iteration 2F: 3 clusters Score -587855.6 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -588744.625000 Penalty: 895.489807 Iteration 3F: 3 clusters Score -588744.6 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -589787.687500 Penalty: 895.489807 Iteration 4F: 3 clusters Score -589787.7 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -590852.562500 Penalty: 895.489807 Iteration 5F: 3 clusters Score -590852.6 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -591690.687500 Penalty: 895.489807 Iteration 6F: 3 clusters Score -591690.7 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -592347.687500 Penalty: 895.489807 Iteration 7F: 3 clusters Score -592347.7 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -592791.562500 Penalty: 895.489807 Iteration 8Q: 3 clusters Score -592791.6 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -593148.625000 Penalty: 895.489807 Iteration 9Q: 3 clusters Score -593148.6 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -593484.875000 Penalty: 895.489807 Iteration 10Q: 3 clusters Score -593484.9 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -593790.125000 Penalty: 895.489807 Iteration 11Q: 3 clusters Score -593790.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -594074.375000 Penalty: 895.489807 Iteration 12Q: 3 clusters Score -594074.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12595 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -594266.250000 Penalty: 895.489807 Iteration 13Q: 3 clusters Score -594266.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -594392.625000 Penalty: 895.489807 Iteration 14Q: 3 clusters Score -594392.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -594467.437500 Penalty: 895.489807 Iteration 15Q: 3 clusters Score -594467.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13208 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -594507.000000 Penalty: 895.489807 Iteration 16Q: 3 clusters Score -594507 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -594529.625000 Penalty: 895.489807 Iteration 17Q: 3 clusters Score -594529.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -594540.562500 Penalty: 895.489807 Iteration 18Q: 3 clusters Score -594540.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -594551.187500 Penalty: 895.489807 Iteration 19Q: 3 clusters Score -594551.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13530 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -594554.875000 Penalty: 895.489807 Iteration 20F: 3 clusters Score -594554.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13568 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -594558.437500 Penalty: 895.489807 Iteration 21Q: 3 clusters Score -594558.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -594560.250000 Penalty: 895.489807 Iteration 22Q: 3 clusters Score -594560.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -594561.687500 Penalty: 895.489807 Iteration 23Q: 3 clusters Score -594561.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -594561.312500 Penalty: 895.489807 Iteration 24Q: 3 clusters Score -594561.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13664 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -594563.500000 Penalty: 895.489807 Iteration 25Q: 3 clusters Score -594563.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -594563.562500 Penalty: 895.489807 Iteration 26Q: 3 clusters Score -594563.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -594566.187500 Penalty: 895.489807 Iteration 27Q: 3 clusters Score -594566.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -594567.187500 Penalty: 895.489807 Iteration 28Q: 3 clusters Score -594567.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -594570.562500 Penalty: 895.489807 Iteration 29Q: 3 clusters Score -594570.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -594573.187500 Penalty: 895.489807 Iteration 30Q: 3 clusters Score -594573.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -594574.750000 Penalty: 895.489807 Iteration 31Q: 3 clusters Score -594574.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -594580.375000 Penalty: 895.489807 Iteration 32Q: 3 clusters Score -594580.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -594580.875000 Penalty: 895.489807 Iteration 33Q: 3 clusters Score -594580.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13870 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -594584.937500 Penalty: 895.489807 Iteration 34Q: 3 clusters Score -594584.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -594589.437500 Penalty: 895.489807 Iteration 35Q: 3 clusters Score -594589.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13927 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -594591.250000 Penalty: 895.489807 Iteration 36Q: 3 clusters Score -594591.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -594597.000000 Penalty: 895.489807 Iteration 37Q: 3 clusters Score -594597 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -594600.500000 Penalty: 895.489807 Iteration 38Q: 3 clusters Score -594600.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -594602.187500 Penalty: 895.489807 Iteration 39Q: 3 clusters Score -594602.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -594603.937500 Penalty: 895.489807 Iteration 40F: 3 clusters Score -594603.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -594605.000000 Penalty: 895.489807 Iteration 41Q: 3 clusters Score -594605 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14057 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -594604.375000 Penalty: 895.489807 Iteration 42Q: 3 clusters Score -594604.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -594604.875000 Penalty: 895.489807 Iteration 43Q: 3 clusters Score -594604.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -594605.562500 Penalty: 895.489807 Iteration 44Q: 3 clusters Score -594605.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14085 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -594605.625000 Penalty: 895.489807 Iteration 45Q: 3 clusters Score -594605.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -594605.875000 Penalty: 895.489807 Iteration 46Q: 3 clusters Score -594605.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -594605.062500 Penalty: 895.489807 Iteration 47Q: 3 clusters Score -594605.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -594604.687500 Penalty: 895.489807 Iteration 48Q: 3 clusters Score -594604.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -594606.250000 Penalty: 895.489807 Iteration 49Q: 3 clusters Score -594606.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -594607.375000 Penalty: 895.489807 Iteration 50Q: 3 clusters Score -594607.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -594608.812500 Penalty: 895.489807 Iteration 51Q: 3 clusters Score -594608.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -594608.750000 Penalty: 895.489807 Iteration 52Q: 3 clusters Score -594608.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -594608.500000 Penalty: 895.489807 Iteration 53Q: 3 clusters Score -594608.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -594608.562500 Penalty: 895.489807 Iteration 54Q: 3 clusters Score -594608.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -594608.125000 Penalty: 895.489807 Iteration 55Q: 3 clusters Score -594608.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -594607.687500 Penalty: 895.489807 Iteration 56Q: 3 clusters Score -594607.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -594607.687500 Penalty: 895.489807 Iteration 57F: 3 clusters Score -594607.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 4654 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 8535 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 13778 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 8811 members Entering Unmasked Estep Score: -2628752.250000 Penalty: 10416.575195 Splitting cluster 6 changes total score from -2628308.750000 to -2628752.250000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 7 (1673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Entering Unmasked Estep Score: -51381.386719 Penalty: 337.718018 Iteration 0F: 2 clusters Score -51381.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -50154.398438 Penalty: 675.436035 Iteration 0F: 3 clusters Score -50154.4 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -50596.253906 Penalty: 675.436035 Iteration 1F: 3 clusters Score -50596.25 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -50675.726562 Penalty: 675.436035 Iteration 2F: 3 clusters Score -50675.73 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -50721.671875 Penalty: 675.436035 Iteration 3F: 3 clusters Score -50721.67 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -50751.085938 Penalty: 675.436035 Iteration 4Q: 3 clusters Score -50751.09 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -50770.214844 Penalty: 675.436035 Iteration 5Q: 3 clusters Score -50770.21 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -50783.988281 Penalty: 675.436035 Iteration 6Q: 3 clusters Score -50783.99 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -50801.710938 Penalty: 675.436035 Iteration 7Q: 3 clusters Score -50801.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -50818.617188 Penalty: 675.436035 Iteration 8Q: 3 clusters Score -50818.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -50836.367188 Penalty: 675.436035 Iteration 9Q: 3 clusters Score -50836.37 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -50859.218750 Penalty: 675.436035 Iteration 10Q: 3 clusters Score -50859.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -50876.117188 Penalty: 675.436035 Iteration 11Q: 3 clusters Score -50876.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -50888.050781 Penalty: 675.436035 Iteration 12Q: 3 clusters Score -50888.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -50893.730469 Penalty: 675.436035 Iteration 13Q: 3 clusters Score -50893.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -50899.246094 Penalty: 675.436035 Iteration 14Q: 3 clusters Score -50899.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -50905.570312 Penalty: 675.436035 Iteration 15Q: 3 clusters Score -50905.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -50912.160156 Penalty: 675.436035 Iteration 16Q: 3 clusters Score -50912.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -50915.164062 Penalty: 675.436035 Iteration 17Q: 3 clusters Score -50915.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -50918.105469 Penalty: 675.436035 Iteration 18Q: 3 clusters Score -50918.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -50923.234375 Penalty: 675.436035 Iteration 19Q: 3 clusters Score -50923.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -50934.453125 Penalty: 675.436035 Iteration 20F: 3 clusters Score -50934.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -50941.554688 Penalty: 675.436035 Iteration 21Q: 3 clusters Score -50941.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -50950.250000 Penalty: 675.436035 Iteration 22Q: 3 clusters Score -50950.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -50956.687500 Penalty: 675.436035 Iteration 23Q: 3 clusters Score -50956.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -50961.207031 Penalty: 675.436035 Iteration 24Q: 3 clusters Score -50961.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -50963.429688 Penalty: 675.436035 Iteration 25Q: 3 clusters Score -50963.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -50965.730469 Penalty: 675.436035 Iteration 26Q: 3 clusters Score -50965.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -50967.187500 Penalty: 675.436035 Iteration 27Q: 3 clusters Score -50967.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -50968.148438 Penalty: 675.436035 Iteration 28Q: 3 clusters Score -50968.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -50969.886719 Penalty: 675.436035 Iteration 29Q: 3 clusters Score -50969.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -50970.726562 Penalty: 675.436035 Iteration 30Q: 3 clusters Score -50970.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -50971.378906 Penalty: 675.436035 Iteration 31Q: 3 clusters Score -50971.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -50971.710938 Penalty: 675.436035 Iteration 32Q: 3 clusters Score -50971.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -50971.949219 Penalty: 675.436035 Iteration 33Q: 3 clusters Score -50971.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -50972.687500 Penalty: 675.436035 Iteration 34Q: 3 clusters Score -50972.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -50973.625000 Penalty: 675.436035 Iteration 35Q: 3 clusters Score -50973.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -50973.851562 Penalty: 675.436035 Iteration 36Q: 3 clusters Score -50973.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -50973.933594 Penalty: 675.436035 Iteration 37Q: 3 clusters Score -50973.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -50974.234375 Penalty: 675.436035 Iteration 38Q: 3 clusters Score -50974.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -50974.308594 Penalty: 675.436035 Iteration 39Q: 3 clusters Score -50974.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -50975.335938 Penalty: 675.436035 Iteration 40F: 3 clusters Score -50975.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -50978.121094 Penalty: 675.436035 Iteration 41Q: 3 clusters Score -50978.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -50978.785156 Penalty: 675.436035 Iteration 42Q: 3 clusters Score -50978.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -50979.203125 Penalty: 675.436035 Iteration 43Q: 3 clusters Score -50979.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -50979.851562 Penalty: 675.436035 Iteration 44Q: 3 clusters Score -50979.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -50980.328125 Penalty: 675.436035 Iteration 45Q: 3 clusters Score -50980.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -50981.367188 Penalty: 675.436035 Iteration 46Q: 3 clusters Score -50981.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -50982.203125 Penalty: 675.436035 Iteration 47Q: 3 clusters Score -50982.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -50982.257812 Penalty: 675.436035 Iteration 48Q: 3 clusters Score -50982.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -50982.257812 Penalty: 675.436035 Iteration 49F: 3 clusters Score -50982.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Entering Unmasked Estep Score: -86945.554688 Penalty: 358.936279 Iteration 0F: 2 clusters Score -86945.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -85048.976562 Penalty: 717.872559 Iteration 0F: 3 clusters Score -85048.98 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -85725.945312 Penalty: 717.872559 Iteration 1F: 3 clusters Score -85725.95 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -85853.718750 Penalty: 717.872559 Iteration 2F: 3 clusters Score -85853.72 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -86006.593750 Penalty: 717.872559 Iteration 3F: 3 clusters Score -86006.59 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -86158.960938 Penalty: 717.872559 Iteration 4F: 3 clusters Score -86158.96 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -86301.812500 Penalty: 717.872559 Iteration 5F: 3 clusters Score -86301.81 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -86419.710938 Penalty: 717.872559 Iteration 6Q: 3 clusters Score -86419.71 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -86492.289062 Penalty: 717.872559 Iteration 7Q: 3 clusters Score -86492.29 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -86544.289062 Penalty: 717.872559 Iteration 8Q: 3 clusters Score -86544.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -86571.484375 Penalty: 717.872559 Iteration 9Q: 3 clusters Score -86571.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -86605.421875 Penalty: 717.872559 Iteration 10Q: 3 clusters Score -86605.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -86623.351562 Penalty: 717.872559 Iteration 11Q: 3 clusters Score -86623.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -86634.304688 Penalty: 717.872559 Iteration 12Q: 3 clusters Score -86634.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -86637.882812 Penalty: 717.872559 Iteration 13Q: 3 clusters Score -86637.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -86638.328125 Penalty: 717.872559 Iteration 14Q: 3 clusters Score -86638.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -86639.359375 Penalty: 717.872559 Iteration 15Q: 3 clusters Score -86639.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -86641.578125 Penalty: 717.872559 Iteration 16Q: 3 clusters Score -86641.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -86641.578125 Penalty: 717.872559 Iteration 17F: 3 clusters Score -86641.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Entering Unmasked Estep Score: -237635.125000 Penalty: 411.862823 Iteration 0F: 2 clusters Score -237635.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -231927.437500 Penalty: 823.725647 Iteration 0F: 3 clusters Score -231927.4 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -234377.906250 Penalty: 823.725647 Iteration 1F: 3 clusters Score -234377.9 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -234854.078125 Penalty: 823.725647 Iteration 2F: 3 clusters Score -234854.1 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -235468.781250 Penalty: 823.725647 Iteration 3F: 3 clusters Score -235468.8 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -236191.562500 Penalty: 823.725647 Iteration 4F: 3 clusters Score -236191.6 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -236917.375000 Penalty: 823.725647 Iteration 5F: 3 clusters Score -236917.4 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -237353.140625 Penalty: 823.725647 Iteration 6F: 3 clusters Score -237353.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -237531.187500 Penalty: 823.725647 Iteration 7Q: 3 clusters Score -237531.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -237626.968750 Penalty: 823.725647 Iteration 8Q: 3 clusters Score -237627 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -237673.578125 Penalty: 823.725647 Iteration 9Q: 3 clusters Score -237673.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -237689.921875 Penalty: 823.725647 Iteration 10Q: 3 clusters Score -237689.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -237693.718750 Penalty: 823.725647 Iteration 11Q: 3 clusters Score -237693.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -237696.390625 Penalty: 823.725647 Iteration 12Q: 3 clusters Score -237696.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -237697.906250 Penalty: 823.725647 Iteration 13Q: 3 clusters Score -237697.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -237700.234375 Penalty: 823.725647 Iteration 14Q: 3 clusters Score -237700.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -237703.031250 Penalty: 823.725647 Iteration 15Q: 3 clusters Score -237703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -237706.062500 Penalty: 823.725647 Iteration 16Q: 3 clusters Score -237706.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -237709.015625 Penalty: 823.725647 Iteration 17Q: 3 clusters Score -237709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -237712.421875 Penalty: 823.725647 Iteration 18Q: 3 clusters Score -237712.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -237713.375000 Penalty: 823.725647 Iteration 19Q: 3 clusters Score -237713.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -237713.843750 Penalty: 823.725647 Iteration 20F: 3 clusters Score -237713.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 4654 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 13778 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 8811 members Mstep: Class 21 contains 8333 members Entering Unmasked Estep Score: -2628719.500000 Penalty: 10937.404297 Splitting cluster 9 changes total score from -2628308.750000 to -2628719.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 10 (17130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17130 members Entering Unmasked Estep Score: -543768.937500 Penalty: 443.560699 Iteration 0F: 2 clusters Score -543768.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -532318.437500 Penalty: 887.121399 Iteration 0F: 3 clusters Score -532318.4 nChanged 8133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -537261.937500 Penalty: 887.121399 Iteration 1F: 3 clusters Score -537261.9 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -537888.750000 Penalty: 887.121399 Iteration 2F: 3 clusters Score -537888.8 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -538828.312500 Penalty: 887.121399 Iteration 3F: 3 clusters Score -538828.3 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -539758.750000 Penalty: 887.121399 Iteration 4F: 3 clusters Score -539758.8 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -540370.812500 Penalty: 887.121399 Iteration 5F: 3 clusters Score -540370.8 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -540729.062500 Penalty: 887.121399 Iteration 6Q: 3 clusters Score -540729.1 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -540949.687500 Penalty: 887.121399 Iteration 7Q: 3 clusters Score -540949.7 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -541090.437500 Penalty: 887.121399 Iteration 8Q: 3 clusters Score -541090.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -541179.375000 Penalty: 887.121399 Iteration 9Q: 3 clusters Score -541179.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -541246.687500 Penalty: 887.121399 Iteration 10Q: 3 clusters Score -541246.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -541312.875000 Penalty: 887.121399 Iteration 11Q: 3 clusters Score -541312.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -541372.500000 Penalty: 887.121399 Iteration 12Q: 3 clusters Score -541372.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -541429.125000 Penalty: 887.121399 Iteration 13Q: 3 clusters Score -541429.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -541500.062500 Penalty: 887.121399 Iteration 14Q: 3 clusters Score -541500.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -541568.500000 Penalty: 887.121399 Iteration 15Q: 3 clusters Score -541568.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -541644.875000 Penalty: 887.121399 Iteration 16Q: 3 clusters Score -541644.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -541731.812500 Penalty: 887.121399 Iteration 17Q: 3 clusters Score -541731.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -541825.250000 Penalty: 887.121399 Iteration 18Q: 3 clusters Score -541825.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -541926.375000 Penalty: 887.121399 Iteration 19Q: 3 clusters Score -541926.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -542037.125000 Penalty: 887.121399 Iteration 20F: 3 clusters Score -542037.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -542163.562500 Penalty: 887.121399 Iteration 21Q: 3 clusters Score -542163.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14928 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -542299.875000 Penalty: 887.121399 Iteration 22Q: 3 clusters Score -542299.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -542433.250000 Penalty: 887.121399 Iteration 23Q: 3 clusters Score -542433.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -542565.812500 Penalty: 887.121399 Iteration 24Q: 3 clusters Score -542565.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -542673.812500 Penalty: 887.121399 Iteration 25Q: 3 clusters Score -542673.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -542785.500000 Penalty: 887.121399 Iteration 26Q: 3 clusters Score -542785.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16110 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -542905.000000 Penalty: 887.121399 Iteration 27Q: 3 clusters Score -542905 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -543010.375000 Penalty: 887.121399 Iteration 28Q: 3 clusters Score -543010.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -543086.187500 Penalty: 887.121399 Iteration 29Q: 3 clusters Score -543086.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -543156.250000 Penalty: 887.121399 Iteration 30Q: 3 clusters Score -543156.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -543218.562500 Penalty: 887.121399 Iteration 31Q: 3 clusters Score -543218.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16678 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -543269.062500 Penalty: 887.121399 Iteration 32Q: 3 clusters Score -543269.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -543304.187500 Penalty: 887.121399 Iteration 33Q: 3 clusters Score -543304.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16762 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -543338.312500 Penalty: 887.121399 Iteration 34Q: 3 clusters Score -543338.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16796 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -543360.875000 Penalty: 887.121399 Iteration 35Q: 3 clusters Score -543360.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16813 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -543374.312500 Penalty: 887.121399 Iteration 36Q: 3 clusters Score -543374.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16822 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -543381.062500 Penalty: 887.121399 Iteration 37Q: 3 clusters Score -543381.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16832 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -543385.937500 Penalty: 887.121399 Iteration 38Q: 3 clusters Score -543385.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16840 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -543389.750000 Penalty: 887.121399 Iteration 39Q: 3 clusters Score -543389.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -543394.437500 Penalty: 887.121399 Iteration 40F: 3 clusters Score -543394.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -543398.437500 Penalty: 887.121399 Iteration 41Q: 3 clusters Score -543398.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16865 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -543400.750000 Penalty: 887.121399 Iteration 42Q: 3 clusters Score -543400.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16868 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -543403.625000 Penalty: 887.121399 Iteration 43Q: 3 clusters Score -543403.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16870 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -543405.125000 Penalty: 887.121399 Iteration 44Q: 3 clusters Score -543405.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16868 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -543405.000000 Penalty: 887.121399 Iteration 45Q: 3 clusters Score -543405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -543406.937500 Penalty: 887.121399 Iteration 46Q: 3 clusters Score -543406.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16868 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -543408.500000 Penalty: 887.121399 Iteration 47Q: 3 clusters Score -543408.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16864 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -543412.875000 Penalty: 887.121399 Iteration 48Q: 3 clusters Score -543412.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -543414.500000 Penalty: 887.121399 Iteration 49Q: 3 clusters Score -543414.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -543417.750000 Penalty: 887.121399 Iteration 50Q: 3 clusters Score -543417.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16862 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -543421.750000 Penalty: 887.121399 Iteration 51Q: 3 clusters Score -543421.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16865 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -543423.062500 Penalty: 887.121399 Iteration 52Q: 3 clusters Score -543423.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -543424.125000 Penalty: 887.121399 Iteration 53Q: 3 clusters Score -543424.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -543424.000000 Penalty: 887.121399 Iteration 54Q: 3 clusters Score -543424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16872 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -543426.250000 Penalty: 887.121399 Iteration 55Q: 3 clusters Score -543426.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16874 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -543426.812500 Penalty: 887.121399 Iteration 56Q: 3 clusters Score -543426.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16875 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -543427.750000 Penalty: 887.121399 Iteration 57Q: 3 clusters Score -543427.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16875 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -543427.750000 Penalty: 887.121399 Iteration 58F: 3 clusters Score -543427.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Entering Unmasked Estep Score: -48384.449219 Penalty: 345.795563 Iteration 0F: 2 clusters Score -48384.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -46930.652344 Penalty: 691.591125 Iteration 0F: 3 clusters Score -46930.65 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -47401.625000 Penalty: 691.591125 Iteration 1F: 3 clusters Score -47401.62 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -47535.351562 Penalty: 691.591125 Iteration 2F: 3 clusters Score -47535.35 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -47648.492188 Penalty: 691.591125 Iteration 3F: 3 clusters Score -47648.49 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -47726.550781 Penalty: 691.591125 Iteration 4F: 3 clusters Score -47726.55 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -47807.191406 Penalty: 691.591125 Iteration 5F: 3 clusters Score -47807.19 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -47897.289062 Penalty: 691.591125 Iteration 6F: 3 clusters Score -47897.29 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -47957.160156 Penalty: 691.591125 Iteration 7Q: 3 clusters Score -47957.16 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -47993.285156 Penalty: 691.591125 Iteration 8Q: 3 clusters Score -47993.29 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -48011.050781 Penalty: 691.591125 Iteration 9Q: 3 clusters Score -48011.05 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -48025.195312 Penalty: 691.591125 Iteration 10Q: 3 clusters Score -48025.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -48039.675781 Penalty: 691.591125 Iteration 11Q: 3 clusters Score -48039.68 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -48051.437500 Penalty: 691.591125 Iteration 12Q: 3 clusters Score -48051.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -48061.351562 Penalty: 691.591125 Iteration 13Q: 3 clusters Score -48061.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -48069.875000 Penalty: 691.591125 Iteration 14Q: 3 clusters Score -48069.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -48077.203125 Penalty: 691.591125 Iteration 15Q: 3 clusters Score -48077.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -48081.617188 Penalty: 691.591125 Iteration 16Q: 3 clusters Score -48081.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -48084.539062 Penalty: 691.591125 Iteration 17Q: 3 clusters Score -48084.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -48086.257812 Penalty: 691.591125 Iteration 18Q: 3 clusters Score -48086.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -48087.343750 Penalty: 691.591125 Iteration 19Q: 3 clusters Score -48087.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -48087.585938 Penalty: 691.591125 Iteration 20F: 3 clusters Score -48087.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -48088.257812 Penalty: 691.591125 Iteration 21Q: 3 clusters Score -48088.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -48088.929688 Penalty: 691.591125 Iteration 22Q: 3 clusters Score -48088.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -48090.992188 Penalty: 691.591125 Iteration 23Q: 3 clusters Score -48090.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -48093.972656 Penalty: 691.591125 Iteration 24Q: 3 clusters Score -48093.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -48098.144531 Penalty: 691.591125 Iteration 25Q: 3 clusters Score -48098.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -48104.160156 Penalty: 691.591125 Iteration 26Q: 3 clusters Score -48104.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -48106.949219 Penalty: 691.591125 Iteration 27Q: 3 clusters Score -48106.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -48109.453125 Penalty: 691.591125 Iteration 28Q: 3 clusters Score -48109.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -48114.601562 Penalty: 691.591125 Iteration 29Q: 3 clusters Score -48114.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -48118.289062 Penalty: 691.591125 Iteration 30Q: 3 clusters Score -48118.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -48119.886719 Penalty: 691.591125 Iteration 31Q: 3 clusters Score -48119.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -48121.742188 Penalty: 691.591125 Iteration 32Q: 3 clusters Score -48121.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -48123.246094 Penalty: 691.591125 Iteration 33Q: 3 clusters Score -48123.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -48124.644531 Penalty: 691.591125 Iteration 34Q: 3 clusters Score -48124.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -48124.984375 Penalty: 691.591125 Iteration 35Q: 3 clusters Score -48124.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -48125.593750 Penalty: 691.591125 Iteration 36Q: 3 clusters Score -48125.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -48125.593750 Penalty: 691.591125 Iteration 37F: 3 clusters Score -48125.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Entering Unmasked Estep Score: -46911.062500 Penalty: 332.447174 Iteration 0F: 2 clusters Score -46911.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -45772.472656 Penalty: 664.894348 Iteration 0F: 3 clusters Score -45772.47 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -46175.800781 Penalty: 664.894348 Iteration 1F: 3 clusters Score -46175.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -46301.542969 Penalty: 664.894348 Iteration 2F: 3 clusters Score -46301.54 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -46406.847656 Penalty: 664.894348 Iteration 3F: 3 clusters Score -46406.85 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -46481.703125 Penalty: 664.894348 Iteration 4F: 3 clusters Score -46481.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -46519.269531 Penalty: 664.894348 Iteration 5Q: 3 clusters Score -46519.27 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -46540.921875 Penalty: 664.894348 Iteration 6Q: 3 clusters Score -46540.92 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -46564.296875 Penalty: 664.894348 Iteration 7Q: 3 clusters Score -46564.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -46586.789062 Penalty: 664.894348 Iteration 8Q: 3 clusters Score -46586.79 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -46601.246094 Penalty: 664.894348 Iteration 9Q: 3 clusters Score -46601.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -46616.300781 Penalty: 664.894348 Iteration 10Q: 3 clusters Score -46616.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -46629.230469 Penalty: 664.894348 Iteration 11Q: 3 clusters Score -46629.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -46643.082031 Penalty: 664.894348 Iteration 12Q: 3 clusters Score -46643.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -46652.347656 Penalty: 664.894348 Iteration 13Q: 3 clusters Score -46652.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -46656.964844 Penalty: 664.894348 Iteration 14Q: 3 clusters Score -46656.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -46663.371094 Penalty: 664.894348 Iteration 15Q: 3 clusters Score -46663.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -46664.457031 Penalty: 664.894348 Iteration 16Q: 3 clusters Score -46664.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -46665.152344 Penalty: 664.894348 Iteration 17Q: 3 clusters Score -46665.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -46666.437500 Penalty: 664.894348 Iteration 18Q: 3 clusters Score -46666.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -46666.558594 Penalty: 664.894348 Iteration 19Q: 3 clusters Score -46666.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -46666.558594 Penalty: 664.894348 Iteration 20F: 3 clusters Score -46666.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Entering Unmasked Estep Score: -136535.593750 Penalty: 384.004700 Iteration 0F: 2 clusters Score -136535.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -133358.875000 Penalty: 768.009399 Iteration 0F: 3 clusters Score -133358.9 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -134586.703125 Penalty: 768.009399 Iteration 1F: 3 clusters Score -134586.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -134711.968750 Penalty: 768.009399 Iteration 2F: 3 clusters Score -134712 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -134835.484375 Penalty: 768.009399 Iteration 3F: 3 clusters Score -134835.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -134991.171875 Penalty: 768.009399 Iteration 4F: 3 clusters Score -134991.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -135216.625000 Penalty: 768.009399 Iteration 5F: 3 clusters Score -135216.6 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -135472.546875 Penalty: 768.009399 Iteration 6F: 3 clusters Score -135472.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -135745.562500 Penalty: 768.009399 Iteration 7F: 3 clusters Score -135745.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -135961.000000 Penalty: 768.009399 Iteration 8F: 3 clusters Score -135961 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -136079.625000 Penalty: 768.009399 Iteration 9Q: 3 clusters Score -136079.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -136137.937500 Penalty: 768.009399 Iteration 10Q: 3 clusters Score -136137.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -136176.312500 Penalty: 768.009399 Iteration 11Q: 3 clusters Score -136176.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -136195.078125 Penalty: 768.009399 Iteration 12Q: 3 clusters Score -136195.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -136201.984375 Penalty: 768.009399 Iteration 13Q: 3 clusters Score -136202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -136211.000000 Penalty: 768.009399 Iteration 14Q: 3 clusters Score -136211 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -136213.859375 Penalty: 768.009399 Iteration 15Q: 3 clusters Score -136213.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -136217.406250 Penalty: 768.009399 Iteration 16Q: 3 clusters Score -136217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -136219.109375 Penalty: 768.009399 Iteration 17Q: 3 clusters Score -136219.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -136220.250000 Penalty: 768.009399 Iteration 18Q: 3 clusters Score -136220.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -136220.250000 Penalty: 768.009399 Iteration 19F: 3 clusters Score -136220.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Entering Unmasked Estep Score: -25935.001953 Penalty: 316.392639 Iteration 0F: 2 clusters Score -25935 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 534 members Entering Unmasked Estep Score: -25140.515625 Penalty: 632.785278 Iteration 0F: 3 clusters Score -25140.52 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -25420.671875 Penalty: 632.785278 Iteration 1F: 3 clusters Score -25420.67 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -25511.400391 Penalty: 632.785278 Iteration 2F: 3 clusters Score -25511.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -25598.175781 Penalty: 632.785278 Iteration 3F: 3 clusters Score -25598.18 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -25679.117188 Penalty: 632.785278 Iteration 4F: 3 clusters Score -25679.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -25736.871094 Penalty: 632.785278 Iteration 5F: 3 clusters Score -25736.87 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -25789.986328 Penalty: 632.785278 Iteration 6F: 3 clusters Score -25789.99 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -25840.529297 Penalty: 632.785278 Iteration 7F: 3 clusters Score -25840.53 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -25877.400391 Penalty: 632.785278 Iteration 8Q: 3 clusters Score -25877.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25902.615234 Penalty: 632.785278 Iteration 9Q: 3 clusters Score -25902.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -25909.939453 Penalty: 632.785278 Iteration 10Q: 3 clusters Score -25909.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -25914.218750 Penalty: 632.785278 Iteration 11Q: 3 clusters Score -25914.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -25916.501953 Penalty: 632.785278 Iteration 12Q: 3 clusters Score -25916.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -25918.216797 Penalty: 632.785278 Iteration 13Q: 3 clusters Score -25918.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -25919.947266 Penalty: 632.785278 Iteration 14Q: 3 clusters Score -25919.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25922.373047 Penalty: 632.785278 Iteration 15Q: 3 clusters Score -25922.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25924.992188 Penalty: 632.785278 Iteration 16Q: 3 clusters Score -25924.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25925.677734 Penalty: 632.785278 Iteration 17Q: 3 clusters Score -25925.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -25926.312500 Penalty: 632.785278 Iteration 18Q: 3 clusters Score -25926.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -25927.552734 Penalty: 632.785278 Iteration 19Q: 3 clusters Score -25927.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -25927.857422 Penalty: 632.785278 Iteration 20F: 3 clusters Score -25927.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Entering Unmasked Estep Score: -88500.929688 Penalty: 362.051575 Iteration 0F: 2 clusters Score -88500.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -86566.640625 Penalty: 724.103149 Iteration 0F: 3 clusters Score -86566.64 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -87215.539062 Penalty: 724.103149 Iteration 1F: 3 clusters Score -87215.54 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -87292.984375 Penalty: 724.103149 Iteration 2F: 3 clusters Score -87292.98 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -87360.992188 Penalty: 724.103149 Iteration 3F: 3 clusters Score -87360.99 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -87425.484375 Penalty: 724.103149 Iteration 4Q: 3 clusters Score -87425.48 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -87500.406250 Penalty: 724.103149 Iteration 5Q: 3 clusters Score -87500.41 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -87588.867188 Penalty: 724.103149 Iteration 6Q: 3 clusters Score -87588.87 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -87680.273438 Penalty: 724.103149 Iteration 7Q: 3 clusters Score -87680.27 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -87781.148438 Penalty: 724.103149 Iteration 8Q: 3 clusters Score -87781.15 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -87909.507812 Penalty: 724.103149 Iteration 9Q: 3 clusters Score -87909.51 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -88020.445312 Penalty: 724.103149 Iteration 10Q: 3 clusters Score -88020.45 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -88070.015625 Penalty: 724.103149 Iteration 11Q: 3 clusters Score -88070.02 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -88094.226562 Penalty: 724.103149 Iteration 12Q: 3 clusters Score -88094.23 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -88121.023438 Penalty: 724.103149 Iteration 13Q: 3 clusters Score -88121.02 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -88145.500000 Penalty: 724.103149 Iteration 14Q: 3 clusters Score -88145.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -88172.304688 Penalty: 724.103149 Iteration 15Q: 3 clusters Score -88172.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -88201.468750 Penalty: 724.103149 Iteration 16Q: 3 clusters Score -88201.47 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -88234.984375 Penalty: 724.103149 Iteration 17Q: 3 clusters Score -88234.98 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -88261.054688 Penalty: 724.103149 Iteration 18Q: 3 clusters Score -88261.05 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -88278.859375 Penalty: 724.103149 Iteration 19Q: 3 clusters Score -88278.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -88291.875000 Penalty: 724.103149 Iteration 20F: 3 clusters Score -88291.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -88297.421875 Penalty: 724.103149 Iteration 21Q: 3 clusters Score -88297.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -88299.546875 Penalty: 724.103149 Iteration 22Q: 3 clusters Score -88299.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -88302.429688 Penalty: 724.103149 Iteration 23Q: 3 clusters Score -88302.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -88306.492188 Penalty: 724.103149 Iteration 24Q: 3 clusters Score -88306.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -88307.671875 Penalty: 724.103149 Iteration 25Q: 3 clusters Score -88307.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -88308.914062 Penalty: 724.103149 Iteration 26Q: 3 clusters Score -88308.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -88310.796875 Penalty: 724.103149 Iteration 27Q: 3 clusters Score -88310.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -88313.109375 Penalty: 724.103149 Iteration 28Q: 3 clusters Score -88313.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -88314.203125 Penalty: 724.103149 Iteration 29Q: 3 clusters Score -88314.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -88315.085938 Penalty: 724.103149 Iteration 30Q: 3 clusters Score -88315.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -88315.679688 Penalty: 724.103149 Iteration 31Q: 3 clusters Score -88315.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -88316.328125 Penalty: 724.103149 Iteration 32Q: 3 clusters Score -88316.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -88316.695312 Penalty: 724.103149 Iteration 33Q: 3 clusters Score -88316.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -88317.492188 Penalty: 724.103149 Iteration 34Q: 3 clusters Score -88317.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -88318.609375 Penalty: 724.103149 Iteration 35Q: 3 clusters Score -88318.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -88319.140625 Penalty: 724.103149 Iteration 36Q: 3 clusters Score -88319.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -88319.492188 Penalty: 724.103149 Iteration 37Q: 3 clusters Score -88319.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -88319.585938 Penalty: 724.103149 Iteration 38Q: 3 clusters Score -88319.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -88319.671875 Penalty: 724.103149 Iteration 39Q: 3 clusters Score -88319.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -88319.671875 Penalty: 724.103149 Iteration 40F: 3 clusters Score -88319.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Entering Unmasked Estep Score: -73955.757812 Penalty: 365.737610 Iteration 0F: 2 clusters Score -73955.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -71813.773438 Penalty: 731.475220 Iteration 0F: 3 clusters Score -71813.77 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -72617.843750 Penalty: 731.475220 Iteration 1F: 3 clusters Score -72617.84 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -72774.250000 Penalty: 731.475220 Iteration 2F: 3 clusters Score -72774.25 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -72906.289062 Penalty: 731.475220 Iteration 3F: 3 clusters Score -72906.29 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -73013.031250 Penalty: 731.475220 Iteration 4F: 3 clusters Score -73013.03 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -73098.578125 Penalty: 731.475220 Iteration 5Q: 3 clusters Score -73098.58 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -73179.781250 Penalty: 731.475220 Iteration 6Q: 3 clusters Score -73179.78 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -73249.132812 Penalty: 731.475220 Iteration 7Q: 3 clusters Score -73249.13 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -73319.937500 Penalty: 731.475220 Iteration 8Q: 3 clusters Score -73319.94 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -73376.585938 Penalty: 731.475220 Iteration 9Q: 3 clusters Score -73376.59 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -73433.859375 Penalty: 731.475220 Iteration 10Q: 3 clusters Score -73433.86 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -73496.843750 Penalty: 731.475220 Iteration 11Q: 3 clusters Score -73496.84 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -73586.914062 Penalty: 731.475220 Iteration 12Q: 3 clusters Score -73586.91 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -73690.062500 Penalty: 731.475220 Iteration 13Q: 3 clusters Score -73690.06 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -73795.375000 Penalty: 731.475220 Iteration 14Q: 3 clusters Score -73795.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -73901.531250 Penalty: 731.475220 Iteration 15Q: 3 clusters Score -73901.53 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -73981.882812 Penalty: 731.475220 Iteration 16Q: 3 clusters Score -73981.88 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -74086.875000 Penalty: 731.475220 Iteration 17Q: 3 clusters Score -74086.88 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -74278.960938 Penalty: 731.475220 Iteration 18Q: 3 clusters Score -74278.96 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -74599.312500 Penalty: 731.475220 Iteration 19Q: 3 clusters Score -74599.31 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -74866.703125 Penalty: 731.475220 Iteration 20F: 3 clusters Score -74866.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -74890.085938 Penalty: 731.475220 Iteration 21Q: 3 clusters Score -74890.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -74890.085938 Penalty: 731.475220 Iteration 22F: 3 clusters Score -74890.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 4654 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 13778 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 8811 members Mstep: Class 21 contains 8333 members Mstep: Class 22 contains 1136 members Entering Unmasked Estep Score: -2629499.000000 Penalty: 11458.232422 Splitting cluster 16 changes total score from -2628308.750000 to -2629499.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 17 (13778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Entering Unmasked Estep Score: -443433.406250 Penalty: 433.652710 Iteration 0F: 2 clusters Score -443433.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -434191.843750 Penalty: 867.305420 Iteration 0F: 3 clusters Score -434191.8 nChanged 6471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -438102.093750 Penalty: 867.305420 Iteration 1F: 3 clusters Score -438102.1 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -439271.781250 Penalty: 867.305420 Iteration 2F: 3 clusters Score -439271.8 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -441364.375000 Penalty: 867.305420 Iteration 3F: 3 clusters Score -441364.4 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -443423.312500 Penalty: 867.305420 Iteration 4F: 3 clusters Score -443423.3 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -444631.843750 Penalty: 867.305420 Iteration 5F: 3 clusters Score -444631.8 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -445178.281250 Penalty: 867.305420 Iteration 6F: 3 clusters Score -445178.3 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -445453.625000 Penalty: 867.305420 Iteration 7Q: 3 clusters Score -445453.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -445609.968750 Penalty: 867.305420 Iteration 8Q: 3 clusters Score -445610 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -445726.531250 Penalty: 867.305420 Iteration 9Q: 3 clusters Score -445726.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -445832.250000 Penalty: 867.305420 Iteration 10Q: 3 clusters Score -445832.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -445915.656250 Penalty: 867.305420 Iteration 11Q: 3 clusters Score -445915.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -445970.000000 Penalty: 867.305420 Iteration 12Q: 3 clusters Score -445970 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -446012.218750 Penalty: 867.305420 Iteration 13Q: 3 clusters Score -446012.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -446041.343750 Penalty: 867.305420 Iteration 14Q: 3 clusters Score -446041.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -446063.500000 Penalty: 867.305420 Iteration 15Q: 3 clusters Score -446063.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -446087.500000 Penalty: 867.305420 Iteration 16Q: 3 clusters Score -446087.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -446114.281250 Penalty: 867.305420 Iteration 17Q: 3 clusters Score -446114.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -446146.593750 Penalty: 867.305420 Iteration 18Q: 3 clusters Score -446146.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -446184.375000 Penalty: 867.305420 Iteration 19Q: 3 clusters Score -446184.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -446240.000000 Penalty: 867.305420 Iteration 20F: 3 clusters Score -446240 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -446318.093750 Penalty: 867.305420 Iteration 21Q: 3 clusters Score -446318.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -446401.812500 Penalty: 867.305420 Iteration 22Q: 3 clusters Score -446401.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -446464.750000 Penalty: 867.305420 Iteration 23Q: 3 clusters Score -446464.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -446492.187500 Penalty: 867.305420 Iteration 24Q: 3 clusters Score -446492.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -446500.343750 Penalty: 867.305420 Iteration 25Q: 3 clusters Score -446500.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -446508.000000 Penalty: 867.305420 Iteration 26Q: 3 clusters Score -446508 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -446511.468750 Penalty: 867.305420 Iteration 27Q: 3 clusters Score -446511.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -446515.687500 Penalty: 867.305420 Iteration 28Q: 3 clusters Score -446515.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -446518.218750 Penalty: 867.305420 Iteration 29Q: 3 clusters Score -446518.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -446520.687500 Penalty: 867.305420 Iteration 30Q: 3 clusters Score -446520.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -446522.750000 Penalty: 867.305420 Iteration 31Q: 3 clusters Score -446522.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -446522.656250 Penalty: 867.305420 Iteration 32Q: 3 clusters Score -446522.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -446523.062500 Penalty: 867.305420 Iteration 33Q: 3 clusters Score -446523.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -446524.031250 Penalty: 867.305420 Iteration 34Q: 3 clusters Score -446524 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -446525.343750 Penalty: 867.305420 Iteration 35Q: 3 clusters Score -446525.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -446525.500000 Penalty: 867.305420 Iteration 36Q: 3 clusters Score -446525.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -446526.250000 Penalty: 867.305420 Iteration 37Q: 3 clusters Score -446526.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -446526.062500 Penalty: 867.305420 Iteration 38Q: 3 clusters Score -446526.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -446526.156250 Penalty: 867.305420 Iteration 39Q: 3 clusters Score -446526.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -446526.156250 Penalty: 867.305420 Iteration 40F: 3 clusters Score -446526.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -446527.031250 Penalty: 867.305420 Iteration 41Q: 3 clusters Score -446527 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -446526.125000 Penalty: 867.305420 Iteration 42Q: 3 clusters Score -446526.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9434 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -446526.375000 Penalty: 867.305420 Iteration 43Q: 3 clusters Score -446526.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -446525.875000 Penalty: 867.305420 Iteration 44Q: 3 clusters Score -446525.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -446525.875000 Penalty: 867.305420 Iteration 45F: 3 clusters Score -446525.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 4654 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 9435 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 8811 members Mstep: Class 21 contains 8333 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 4343 members Entering Unmasked Estep Score: -2632505.250000 Penalty: 11979.061523 Splitting cluster 17 changes total score from -2628308.750000 to -2632505.250000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (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: -13823.726562 Penalty: 308.018707 Iteration 0F: 2 clusters Score -13823.73 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: -13083.353516 Penalty: 616.037415 Iteration 0F: 3 clusters Score -13083.35 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -13342.197266 Penalty: 616.037415 Iteration 1F: 3 clusters Score -13342.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -13461.828125 Penalty: 616.037415 Iteration 2F: 3 clusters Score -13461.83 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -13511.146484 Penalty: 616.037415 Iteration 3F: 3 clusters Score -13511.15 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -13551.961914 Penalty: 616.037415 Iteration 4F: 3 clusters Score -13551.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -13568.475586 Penalty: 616.037415 Iteration 5Q: 3 clusters Score -13568.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -13578.541016 Penalty: 616.037415 Iteration 6Q: 3 clusters Score -13578.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -13599.430664 Penalty: 616.037415 Iteration 7Q: 3 clusters Score -13599.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -13610.951172 Penalty: 616.037415 Iteration 8Q: 3 clusters Score -13610.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -13618.771484 Penalty: 616.037415 Iteration 9Q: 3 clusters Score -13618.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -13622.883789 Penalty: 616.037415 Iteration 10Q: 3 clusters Score -13622.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -13627.203125 Penalty: 616.037415 Iteration 11Q: 3 clusters Score -13627.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -13628.725586 Penalty: 616.037415 Iteration 12Q: 3 clusters Score -13628.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -13635.476562 Penalty: 616.037415 Iteration 13Q: 3 clusters Score -13635.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -13640.666992 Penalty: 616.037415 Iteration 14Q: 3 clusters Score -13640.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -13641.955078 Penalty: 616.037415 Iteration 15Q: 3 clusters Score -13641.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -13642.300781 Penalty: 616.037415 Iteration 16Q: 3 clusters Score -13642.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -13642.949219 Penalty: 616.037415 Iteration 17Q: 3 clusters Score -13642.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -13644.777344 Penalty: 616.037415 Iteration 18Q: 3 clusters Score -13644.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -13645.638672 Penalty: 616.037415 Iteration 19Q: 3 clusters Score -13645.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -13646.105469 Penalty: 616.037415 Iteration 20F: 3 clusters Score -13646.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -13646.583008 Penalty: 616.037415 Iteration 21Q: 3 clusters Score -13646.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -13646.854492 Penalty: 616.037415 Iteration 22Q: 3 clusters Score -13646.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -13646.854492 Penalty: 616.037415 Iteration 23F: 3 clusters Score -13646.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Entering Unmasked Estep Score: -30365.718750 Penalty: 310.211304 Iteration 0F: 2 clusters Score -30365.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -29599.406250 Penalty: 620.422607 Iteration 0F: 3 clusters Score -29599.41 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -29855.566406 Penalty: 620.422607 Iteration 1F: 3 clusters Score -29855.57 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -29950.447266 Penalty: 620.422607 Iteration 2F: 3 clusters Score -29950.45 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -30011.902344 Penalty: 620.422607 Iteration 3F: 3 clusters Score -30011.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -30059.410156 Penalty: 620.422607 Iteration 4F: 3 clusters Score -30059.41 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -30103.574219 Penalty: 620.422607 Iteration 5Q: 3 clusters Score -30103.57 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -30145.582031 Penalty: 620.422607 Iteration 6Q: 3 clusters Score -30145.58 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -30175.531250 Penalty: 620.422607 Iteration 7Q: 3 clusters Score -30175.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -30197.781250 Penalty: 620.422607 Iteration 8Q: 3 clusters Score -30197.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -30209.460938 Penalty: 620.422607 Iteration 9Q: 3 clusters Score -30209.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -30217.769531 Penalty: 620.422607 Iteration 10Q: 3 clusters Score -30217.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -30222.462891 Penalty: 620.422607 Iteration 11Q: 3 clusters Score -30222.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -30226.031250 Penalty: 620.422607 Iteration 12Q: 3 clusters Score -30226.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -30226.634766 Penalty: 620.422607 Iteration 13Q: 3 clusters Score -30226.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -30226.634766 Penalty: 620.422607 Iteration 14F: 3 clusters Score -30226.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Entering Unmasked Estep Score: -268944.500000 Penalty: 413.310913 Iteration 0F: 2 clusters Score -268944.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -263192.281250 Penalty: 826.621826 Iteration 0F: 3 clusters Score -263192.3 nChanged 4039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -265801.062500 Penalty: 826.621826 Iteration 1F: 3 clusters Score -265801.1 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -266420.406250 Penalty: 826.621826 Iteration 2F: 3 clusters Score -266420.4 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -267025.562500 Penalty: 826.621826 Iteration 3F: 3 clusters Score -267025.6 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -267553.593750 Penalty: 826.621826 Iteration 4F: 3 clusters Score -267553.6 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -268043.593750 Penalty: 826.621826 Iteration 5F: 3 clusters Score -268043.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -268505.093750 Penalty: 826.621826 Iteration 6Q: 3 clusters Score -268505.1 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -269018.437500 Penalty: 826.621826 Iteration 7Q: 3 clusters Score -269018.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -269668.437500 Penalty: 826.621826 Iteration 8Q: 3 clusters Score -269668.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -270370.781250 Penalty: 826.621826 Iteration 9Q: 3 clusters Score -270370.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -271217.000000 Penalty: 826.621826 Iteration 10Q: 3 clusters Score -271217 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -272018.062500 Penalty: 826.621826 Iteration 11Q: 3 clusters Score -272018.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -272442.500000 Penalty: 826.621826 Iteration 12Q: 3 clusters Score -272442.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -272667.937500 Penalty: 826.621826 Iteration 13Q: 3 clusters Score -272667.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -272745.968750 Penalty: 826.621826 Iteration 14Q: 3 clusters Score -272746 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -272779.781250 Penalty: 826.621826 Iteration 15Q: 3 clusters Score -272779.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -272791.281250 Penalty: 826.621826 Iteration 16Q: 3 clusters Score -272791.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -272793.125000 Penalty: 826.621826 Iteration 17Q: 3 clusters Score -272793.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -272794.593750 Penalty: 826.621826 Iteration 18Q: 3 clusters Score -272794.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -272794.906250 Penalty: 826.621826 Iteration 19Q: 3 clusters Score -272794.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -272795.312500 Penalty: 826.621826 Iteration 20F: 3 clusters Score -272795.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 4 contains 359 members Mstep: Class 5 contains 4654 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 9435 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3253 members Mstep: Class 21 contains 8333 members Mstep: Class 22 contains 1136 members Mstep: Class 23 contains 4343 members Mstep: Class 24 contains 5558 members Entering Unmasked Estep Score: -2636247.750000 Penalty: 12499.890625 Splitting cluster 20 changes total score from -2628308.750000 to -2636247.750000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2972 members Mstep: Class 3 contains 1711 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 1673 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 17130 members Mstep: Class 11 contains 1998 members Mstep: Class 12 contains 1490 members Mstep: Class 13 contains 4627 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 9435 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3253 members Entering Unmasked Estep ConsiderDeletion Score: -2637854.500000 Penalty: 12499.890625 Iteration 39Q: 25 clusters Score -2637854 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2973 members Mstep: Class 3 contains 1640 members Mstep: Class 4 contains 408 members Mstep: Class 5 contains 4552 members Mstep: Class 6 contains 14219 members Mstep: Class 7 contains 1693 members Mstep: Class 8 contains 2784 members Mstep: Class 9 contains 223 members Mstep: Class 10 contains 17171 members Mstep: Class 11 contains 2018 members Mstep: Class 12 contains 1492 members Mstep: Class 13 contains 4594 members Mstep: Class 14 contains 1061 members Mstep: Class 15 contains 2919 members Mstep: Class 16 contains 2120 members Mstep: Class 17 contains 9360 members Mstep: Class 18 contains 836 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 3353 members Mstep: Class 21 contains 8175 members Mstep: Class 22 contains 1240 members Mstep: Class 23 contains 4191 members Mstep: Class 24 contains 5330 members Entering Unmasked Estep ConsiderDeletion Score: -2639184.500000 Penalty: 12499.890625 Iteration 40F: 25 clusters Score -2639184 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2979 members Mstep: Class 3 contains 1570 members Mstep: Class 4 contains 455 members Mstep: Class 5 contains 4569 members Mstep: Class 6 contains 14233 members Mstep: Class 7 contains 1693 members Mstep: Class 8 contains 2899 members Mstep: Class 9 contains 230 members Mstep: Class 10 contains 17151 members Mstep: Class 11 contains 2042 members Mstep: Class 12 contains 1464 members Mstep: Class 13 contains 4422 members Mstep: Class 14 contains 1013 members Mstep: Class 15 contains 2947 members Mstep: Class 16 contains 2166 members Mstep: Class 17 contains 9294 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 982 members Mstep: Class 20 contains 3401 members Mstep: Class 21 contains 8055 members Mstep: Class 22 contains 1315 members Mstep: Class 23 contains 4249 members Mstep: Class 24 contains 5374 members Entering Unmasked Estep ConsiderDeletion Score: -2639784.250000 Penalty: 12499.890625 Iteration 41Q: 25 clusters Score -2639784 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2988 members Mstep: Class 3 contains 1525 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 4557 members Mstep: Class 6 contains 14197 members Mstep: Class 7 contains 1702 members Mstep: Class 8 contains 3002 members Mstep: Class 9 contains 238 members Mstep: Class 10 contains 17127 members Mstep: Class 11 contains 2088 members Mstep: Class 12 contains 1441 members Mstep: Class 13 contains 4294 members Mstep: Class 14 contains 984 members Mstep: Class 15 contains 2977 members Mstep: Class 16 contains 2203 members Mstep: Class 17 contains 9267 members Mstep: Class 18 contains 821 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 3445 members Mstep: Class 21 contains 7912 members Mstep: Class 22 contains 1377 members Mstep: Class 23 contains 4281 members Mstep: Class 24 contains 5419 members Entering Unmasked Estep ConsiderDeletion Score: -2640098.750000 Penalty: 12499.890625 Iteration 42Q: 25 clusters Score -2640099 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2992 members Mstep: Class 3 contains 1492 members Mstep: Class 4 contains 540 members Mstep: Class 5 contains 4548 members Mstep: Class 6 contains 14148 members Mstep: Class 7 contains 1712 members Mstep: Class 8 contains 3089 members Mstep: Class 9 contains 245 members Mstep: Class 10 contains 17106 members Mstep: Class 11 contains 2146 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 4179 members Mstep: Class 14 contains 958 members Mstep: Class 15 contains 2998 members Mstep: Class 16 contains 2241 members Mstep: Class 17 contains 9254 members Mstep: Class 18 contains 814 members Mstep: Class 19 contains 1007 members Mstep: Class 20 contains 3476 members Mstep: Class 21 contains 7809 members Mstep: Class 22 contains 1420 members Mstep: Class 23 contains 4282 members Mstep: Class 24 contains 5460 members Entering Unmasked Estep ConsiderDeletion Score: -2640374.000000 Penalty: 12499.890625 Iteration 43Q: 25 clusters Score -2640374 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 3003 members Mstep: Class 3 contains 1459 members Mstep: Class 4 contains 580 members Mstep: Class 5 contains 4545 members Mstep: Class 6 contains 14102 members Mstep: Class 7 contains 1724 members Mstep: Class 8 contains 3156 members Mstep: Class 9 contains 249 members Mstep: Class 10 contains 17078 members Mstep: Class 11 contains 2182 members Mstep: Class 12 contains 1415 members Mstep: Class 13 contains 4108 members Mstep: Class 14 contains 917 members Mstep: Class 15 contains 3033 members Mstep: Class 16 contains 2274 members Mstep: Class 17 contains 9250 members Mstep: Class 18 contains 804 members Mstep: Class 19 contains 1003 members Mstep: Class 20 contains 3504 members Mstep: Class 21 contains 7727 members Mstep: Class 22 contains 1456 members Mstep: Class 23 contains 4286 members Mstep: Class 24 contains 5493 members Entering Unmasked Estep ConsiderDeletion Score: -2640605.250000 Penalty: 12499.890625 Iteration 44Q: 25 clusters Score -2640605 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 3013 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 623 members Mstep: Class 5 contains 4527 members Mstep: Class 6 contains 14071 members Mstep: Class 7 contains 1733 members Mstep: Class 8 contains 3239 members Mstep: Class 9 contains 249 members Mstep: Class 10 contains 17063 members Mstep: Class 11 contains 2201 members Mstep: Class 12 contains 1402 members Mstep: Class 13 contains 4056 members Mstep: Class 14 contains 890 members Mstep: Class 15 contains 3065 members Mstep: Class 16 contains 2285 members Mstep: Class 17 contains 9247 members Mstep: Class 18 contains 800 members Mstep: Class 19 contains 993 members Mstep: Class 20 contains 3524 members Mstep: Class 21 contains 7629 members Mstep: Class 22 contains 1484 members Mstep: Class 23 contains 4291 members Mstep: Class 24 contains 5525 members Entering Unmasked Estep ConsiderDeletion Score: -2640791.000000 Penalty: 12499.890625 Iteration 45Q: 25 clusters Score -2640791 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 3025 members Mstep: Class 3 contains 1416 members Mstep: Class 4 contains 674 members Mstep: Class 5 contains 4501 members Mstep: Class 6 contains 14041 members Mstep: Class 7 contains 1741 members Mstep: Class 8 contains 3324 members Mstep: Class 9 contains 251 members Mstep: Class 10 contains 17030 members Mstep: Class 11 contains 2229 members Mstep: Class 12 contains 1391 members Mstep: Class 13 contains 4011 members Mstep: Class 14 contains 876 members Mstep: Class 15 contains 3083 members Mstep: Class 16 contains 2291 members Mstep: Class 17 contains 9246 members Mstep: Class 18 contains 794 members Mstep: Class 19 contains 982 members Mstep: Class 20 contains 3540 members Mstep: Class 21 contains 7530 members Mstep: Class 22 contains 1513 members Mstep: Class 23 contains 4296 members Mstep: Class 24 contains 5552 members Entering Unmasked Estep ConsiderDeletion Score: -2640955.250000 Penalty: 12499.890625 Iteration 46Q: 25 clusters Score -2640955 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 3039 members Mstep: Class 3 contains 1402 members Mstep: Class 4 contains 727 members Mstep: Class 5 contains 4482 members Mstep: Class 6 contains 14002 members Mstep: Class 7 contains 1741 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 251 members Mstep: Class 10 contains 16994 members Mstep: Class 11 contains 2251 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 3984 members Mstep: Class 14 contains 861 members Mstep: Class 15 contains 3088 members Mstep: Class 16 contains 2302 members Mstep: Class 17 contains 9246 members Mstep: Class 18 contains 791 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 3558 members Mstep: Class 21 contains 7445 members Mstep: Class 22 contains 1534 members Mstep: Class 23 contains 4310 members Mstep: Class 24 contains 5566 members Entering Unmasked Estep ConsiderDeletion Score: -2641121.500000 Penalty: 12499.890625 Iteration 47Q: 25 clusters Score -2641122 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3050 members Mstep: Class 3 contains 1394 members Mstep: Class 4 contains 777 members Mstep: Class 5 contains 4471 members Mstep: Class 6 contains 13985 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 3495 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 16954 members Mstep: Class 11 contains 2263 members Mstep: Class 12 contains 1362 members Mstep: Class 13 contains 3967 members Mstep: Class 14 contains 849 members Mstep: Class 15 contains 3096 members Mstep: Class 16 contains 2313 members Mstep: Class 17 contains 9246 members Mstep: Class 18 contains 792 members Mstep: Class 19 contains 931 members Mstep: Class 20 contains 3565 members Mstep: Class 21 contains 7370 members Mstep: Class 22 contains 1549 members Mstep: Class 23 contains 4323 members Mstep: Class 24 contains 5586 members Entering Unmasked Estep ConsiderDeletion Score: -2641281.250000 Penalty: 12499.890625 Iteration 48Q: 25 clusters Score -2641281 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 3064 members Mstep: Class 3 contains 1393 members Mstep: Class 4 contains 811 members Mstep: Class 5 contains 4461 members Mstep: Class 6 contains 13957 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 3576 members Mstep: Class 9 contains 255 members Mstep: Class 10 contains 16925 members Mstep: Class 11 contains 2277 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 3927 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 3099 members Mstep: Class 16 contains 2328 members Mstep: Class 17 contains 9247 members Mstep: Class 18 contains 792 members Mstep: Class 19 contains 923 members Mstep: Class 20 contains 3571 members Mstep: Class 21 contains 7309 members Mstep: Class 22 contains 1565 members Mstep: Class 23 contains 4321 members Mstep: Class 24 contains 5600 members Entering Unmasked Estep ConsiderDeletion Score: -2641388.250000 Penalty: 12499.890625 Iteration 49Q: 25 clusters Score -2641388 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3071 members Mstep: Class 3 contains 1395 members Mstep: Class 4 contains 837 members Mstep: Class 5 contains 4445 members Mstep: Class 6 contains 13928 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 3657 members Mstep: Class 9 contains 259 members Mstep: Class 10 contains 16914 members Mstep: Class 11 contains 2290 members Mstep: Class 12 contains 1344 members Mstep: Class 13 contains 3881 members Mstep: Class 14 contains 816 members Mstep: Class 15 contains 3092 members Mstep: Class 16 contains 2345 members Mstep: Class 17 contains 9249 members Mstep: Class 18 contains 786 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 3572 members Mstep: Class 21 contains 7242 members Mstep: Class 22 contains 1582 members Mstep: Class 23 contains 4324 members Mstep: Class 24 contains 5614 members Entering Unmasked Estep ConsiderDeletion Score: -2641476.500000 Penalty: 12499.890625 Iteration 50Q: 25 clusters Score -2641476 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3075 members Mstep: Class 3 contains 1390 members Mstep: Class 4 contains 853 members Mstep: Class 5 contains 4427 members Mstep: Class 6 contains 13900 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 3735 members Mstep: Class 9 contains 261 members Mstep: Class 10 contains 16917 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 1338 members Mstep: Class 13 contains 3832 members Mstep: Class 14 contains 798 members Mstep: Class 15 contains 3084 members Mstep: Class 16 contains 2364 members Mstep: Class 17 contains 9243 members Mstep: Class 18 contains 777 members Mstep: Class 19 contains 951 members Mstep: Class 20 contains 3570 members Mstep: Class 21 contains 7199 members Mstep: Class 22 contains 1593 members Mstep: Class 23 contains 4332 members Mstep: Class 24 contains 5630 members Entering Unmasked Estep ConsiderDeletion Score: -2641548.000000 Penalty: 12499.890625 Iteration 51Q: 25 clusters Score -2641548 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3079 members Mstep: Class 3 contains 1388 members Mstep: Class 4 contains 864 members Mstep: Class 5 contains 4412 members Mstep: Class 6 contains 13874 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 3831 members Mstep: Class 9 contains 263 members Mstep: Class 10 contains 16916 members Mstep: Class 11 contains 2321 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 3764 members Mstep: Class 14 contains 783 members Mstep: Class 15 contains 3072 members Mstep: Class 16 contains 2381 members Mstep: Class 17 contains 9240 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 3572 members Mstep: Class 21 contains 7156 members Mstep: Class 22 contains 1607 members Mstep: Class 23 contains 4330 members Mstep: Class 24 contains 5648 members Entering Unmasked Estep ConsiderDeletion Score: -2641626.000000 Penalty: 12499.890625 Iteration 52Q: 25 clusters Score -2641626 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3081 members Mstep: Class 3 contains 1386 members Mstep: Class 4 contains 870 members Mstep: Class 5 contains 4401 members Mstep: Class 6 contains 13860 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 3930 members Mstep: Class 9 contains 267 members Mstep: Class 10 contains 16916 members Mstep: Class 11 contains 2337 members Mstep: Class 12 contains 1330 members Mstep: Class 13 contains 3695 members Mstep: Class 14 contains 772 members Mstep: Class 15 contains 3054 members Mstep: Class 16 contains 2389 members Mstep: Class 17 contains 9234 members Mstep: Class 18 contains 769 members Mstep: Class 19 contains 986 members Mstep: Class 20 contains 3571 members Mstep: Class 21 contains 7113 members Mstep: Class 22 contains 1620 members Mstep: Class 23 contains 4332 members Mstep: Class 24 contains 5662 members Entering Unmasked Estep ConsiderDeletion Score: -2641705.750000 Penalty: 12499.890625 Iteration 53Q: 25 clusters Score -2641706 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3084 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 4388 members Mstep: Class 6 contains 13838 members Mstep: Class 7 contains 1734 members Mstep: Class 8 contains 4043 members Mstep: Class 9 contains 270 members Mstep: Class 10 contains 16918 members Mstep: Class 11 contains 2352 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 3628 members Mstep: Class 14 contains 758 members Mstep: Class 15 contains 3039 members Mstep: Class 16 contains 2400 members Mstep: Class 17 contains 9228 members Mstep: Class 18 contains 765 members Mstep: Class 19 contains 1002 members Mstep: Class 20 contains 3569 members Mstep: Class 21 contains 7068 members Mstep: Class 22 contains 1627 members Mstep: Class 23 contains 4330 members Mstep: Class 24 contains 5680 members Entering Unmasked Estep ConsiderDeletion Score: -2641767.750000 Penalty: 12499.890625 Iteration 54Q: 25 clusters Score -2641768 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3087 members Mstep: Class 3 contains 1386 members Mstep: Class 4 contains 875 members Mstep: Class 5 contains 4387 members Mstep: Class 6 contains 13809 members Mstep: Class 7 contains 1734 members Mstep: Class 8 contains 4188 members Mstep: Class 9 contains 275 members Mstep: Class 10 contains 16920 members Mstep: Class 11 contains 2364 members Mstep: Class 12 contains 1330 members Mstep: Class 13 contains 3560 members Mstep: Class 14 contains 745 members Mstep: Class 15 contains 3014 members Mstep: Class 16 contains 2403 members Mstep: Class 17 contains 9216 members Mstep: Class 18 contains 764 members Mstep: Class 19 contains 1017 members Mstep: Class 20 contains 3566 members Mstep: Class 21 contains 7008 members Mstep: Class 22 contains 1636 members Mstep: Class 23 contains 4333 members Mstep: Class 24 contains 5690 members Entering Unmasked Estep ConsiderDeletion Score: -2641848.000000 Penalty: 12499.890625 Iteration 55Q: 25 clusters Score -2641848 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3088 members Mstep: Class 3 contains 1387 members Mstep: Class 4 contains 877 members Mstep: Class 5 contains 4382 members Mstep: Class 6 contains 13798 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 4340 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 16917 members Mstep: Class 11 contains 2378 members Mstep: Class 12 contains 1332 members Mstep: Class 13 contains 3481 members Mstep: Class 14 contains 738 members Mstep: Class 15 contains 2978 members Mstep: Class 16 contains 2402 members Mstep: Class 17 contains 9208 members Mstep: Class 18 contains 764 members Mstep: Class 19 contains 1024 members Mstep: Class 20 contains 3567 members Mstep: Class 21 contains 6957 members Mstep: Class 22 contains 1646 members Mstep: Class 23 contains 4332 members Mstep: Class 24 contains 5700 members Entering Unmasked Estep ConsiderDeletion Score: -2641906.250000 Penalty: 12499.890625 Iteration 56Q: 25 clusters Score -2641906 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 3089 members Mstep: Class 3 contains 1387 members Mstep: Class 4 contains 875 members Mstep: Class 5 contains 4380 members Mstep: Class 6 contains 13784 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 4484 members Mstep: Class 9 contains 279 members Mstep: Class 10 contains 16913 members Mstep: Class 11 contains 2389 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 3411 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 2953 members Mstep: Class 16 contains 2405 members Mstep: Class 17 contains 9197 members Mstep: Class 18 contains 763 members Mstep: Class 19 contains 1032 members Mstep: Class 20 contains 3567 members Mstep: Class 21 contains 6902 members Mstep: Class 22 contains 1652 members Mstep: Class 23 contains 4334 members Mstep: Class 24 contains 5717 members Entering Unmasked Estep ConsiderDeletion Score: -2641973.750000 Penalty: 12499.890625 Iteration 57Q: 25 clusters Score -2641974 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1384 members Mstep: Class 4 contains 872 members Mstep: Class 5 contains 4377 members Mstep: Class 6 contains 13768 members Mstep: Class 7 contains 1734 members Mstep: Class 8 contains 4634 members Mstep: Class 9 contains 282 members Mstep: Class 10 contains 16912 members Mstep: Class 11 contains 2403 members Mstep: Class 12 contains 1325 members Mstep: Class 13 contains 3333 members Mstep: Class 14 contains 724 members Mstep: Class 15 contains 2924 members Mstep: Class 16 contains 2405 members Mstep: Class 17 contains 9187 members Mstep: Class 18 contains 762 members Mstep: Class 19 contains 1037 members Mstep: Class 20 contains 3566 members Mstep: Class 21 contains 6857 members Mstep: Class 22 contains 1658 members Mstep: Class 23 contains 4336 members Mstep: Class 24 contains 5736 members Entering Unmasked Estep ConsiderDeletion Score: -2642060.000000 Penalty: 12499.890625 Iteration 58Q: 25 clusters Score -2642060 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1384 members Mstep: Class 4 contains 873 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 13762 members Mstep: Class 7 contains 1730 members Mstep: Class 8 contains 4781 members Mstep: Class 9 contains 284 members Mstep: Class 10 contains 16915 members Mstep: Class 11 contains 2410 members Mstep: Class 12 contains 1323 members Mstep: Class 13 contains 3241 members Mstep: Class 14 contains 725 members Mstep: Class 15 contains 2886 members Mstep: Class 16 contains 2407 members Mstep: Class 17 contains 9174 members Mstep: Class 18 contains 762 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 3564 members Mstep: Class 21 contains 6824 members Mstep: Class 22 contains 1662 members Mstep: Class 23 contains 4339 members Mstep: Class 24 contains 5753 members Entering Unmasked Estep ConsiderDeletion Score: -2642130.000000 Penalty: 12499.890625 Iteration 59Q: 25 clusters Score -2642130 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1384 members Mstep: Class 4 contains 882 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 13755 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 4915 members Mstep: Class 9 contains 288 members Mstep: Class 10 contains 16916 members Mstep: Class 11 contains 2422 members Mstep: Class 12 contains 1322 members Mstep: Class 13 contains 3171 members Mstep: Class 14 contains 719 members Mstep: Class 15 contains 2844 members Mstep: Class 16 contains 2409 members Mstep: Class 17 contains 9172 members Mstep: Class 18 contains 760 members Mstep: Class 19 contains 1048 members Mstep: Class 20 contains 3560 members Mstep: Class 21 contains 6781 members Mstep: Class 22 contains 1665 members Mstep: Class 23 contains 4337 members Mstep: Class 24 contains 5768 members Entering Unmasked Estep ConsiderDeletion Score: -2642261.000000 Penalty: 12499.890625 Iteration 60F: 25 clusters Score -2642261 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3091 members Mstep: Class 3 contains 1386 members Mstep: Class 4 contains 930 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 13740 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 5064 members Mstep: Class 9 contains 292 members Mstep: Class 10 contains 16876 members Mstep: Class 11 contains 2419 members Mstep: Class 12 contains 1321 members Mstep: Class 13 contains 3107 members Mstep: Class 14 contains 711 members Mstep: Class 15 contains 2801 members Mstep: Class 16 contains 2410 members Mstep: Class 17 contains 9166 members Mstep: Class 18 contains 759 members Mstep: Class 19 contains 1050 members Mstep: Class 20 contains 3561 members Mstep: Class 21 contains 6730 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 4338 members Mstep: Class 24 contains 5778 members Entering Unmasked Estep ConsiderDeletion Score: -2642380.750000 Penalty: 12499.890625 Iteration 61Q: 25 clusters Score -2642381 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1382 members Mstep: Class 4 contains 973 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 13734 members Mstep: Class 7 contains 1728 members Mstep: Class 8 contains 5205 members Mstep: Class 9 contains 296 members Mstep: Class 10 contains 16835 members Mstep: Class 11 contains 2432 members Mstep: Class 12 contains 1320 members Mstep: Class 13 contains 3046 members Mstep: Class 14 contains 704 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2411 members Mstep: Class 17 contains 9159 members Mstep: Class 18 contains 760 members Mstep: Class 19 contains 1051 members Mstep: Class 20 contains 3562 members Mstep: Class 21 contains 6681 members Mstep: Class 22 contains 1678 members Mstep: Class 23 contains 4340 members Mstep: Class 24 contains 5779 members Entering Unmasked Estep ConsiderDeletion Score: -2642474.250000 Penalty: 12499.890625 Iteration 62Q: 25 clusters Score -2642474 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1381 members Mstep: Class 4 contains 1010 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 13721 members Mstep: Class 7 contains 1727 members Mstep: Class 8 contains 5338 members Mstep: Class 9 contains 298 members Mstep: Class 10 contains 16798 members Mstep: Class 11 contains 2436 members Mstep: Class 12 contains 1321 members Mstep: Class 13 contains 3003 members Mstep: Class 14 contains 706 members Mstep: Class 15 contains 2699 members Mstep: Class 16 contains 2409 members Mstep: Class 17 contains 9149 members Mstep: Class 18 contains 759 members Mstep: Class 19 contains 1054 members Mstep: Class 20 contains 3559 members Mstep: Class 21 contains 6645 members Mstep: Class 22 contains 1683 members Mstep: Class 23 contains 4343 members Mstep: Class 24 contains 5790 members Entering Unmasked Estep ConsiderDeletion Score: -2642549.750000 Penalty: 12499.890625 Iteration 63Q: 25 clusters Score -2642550 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3092 members Mstep: Class 3 contains 1379 members Mstep: Class 4 contains 1045 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 13714 members Mstep: Class 7 contains 1728 members Mstep: Class 8 contains 5481 members Mstep: Class 9 contains 299 members Mstep: Class 10 contains 16764 members Mstep: Class 11 contains 2454 members Mstep: Class 12 contains 1320 members Mstep: Class 13 contains 2948 members Mstep: Class 14 contains 701 members Mstep: Class 15 contains 2640 members Mstep: Class 16 contains 2413 members Mstep: Class 17 contains 9142 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 1055 members Mstep: Class 20 contains 3556 members Mstep: Class 21 contains 6605 members Mstep: Class 22 contains 1688 members Mstep: Class 23 contains 4343 members Mstep: Class 24 contains 5799 members Entering Unmasked Estep ConsiderDeletion Score: -2642645.250000 Penalty: 12499.890625 Iteration 64Q: 25 clusters Score -2642645 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3096 members Mstep: Class 3 contains 1378 members Mstep: Class 4 contains 1089 members Mstep: Class 5 contains 4348 members Mstep: Class 6 contains 13709 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 5624 members Mstep: Class 9 contains 301 members Mstep: Class 10 contains 16713 members Mstep: Class 11 contains 2469 members Mstep: Class 12 contains 1317 members Mstep: Class 13 contains 2903 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 2577 members Mstep: Class 16 contains 2417 members Mstep: Class 17 contains 9126 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1054 members Mstep: Class 20 contains 3554 members Mstep: Class 21 contains 6566 members Mstep: Class 22 contains 1694 members Mstep: Class 23 contains 4343 members Mstep: Class 24 contains 5809 members Entering Unmasked Estep ConsiderDeletion Score: -2642729.500000 Penalty: 12499.890625 Iteration 65Q: 25 clusters Score -2642730 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3099 members Mstep: Class 3 contains 1379 members Mstep: Class 4 contains 1139 members Mstep: Class 5 contains 4345 members Mstep: Class 6 contains 13692 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 5754 members Mstep: Class 9 contains 306 members Mstep: Class 10 contains 16660 members Mstep: Class 11 contains 2478 members Mstep: Class 12 contains 1316 members Mstep: Class 13 contains 2867 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 2516 members Mstep: Class 16 contains 2415 members Mstep: Class 17 contains 9119 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1056 members Mstep: Class 20 contains 3551 members Mstep: Class 21 contains 6527 members Mstep: Class 22 contains 1699 members Mstep: Class 23 contains 4347 members Mstep: Class 24 contains 5821 members Entering Unmasked Estep ConsiderDeletion Score: -2642838.500000 Penalty: 12499.890625 Iteration 66Q: 25 clusters Score -2642838 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3101 members Mstep: Class 3 contains 1379 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 4346 members Mstep: Class 6 contains 13687 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 5886 members Mstep: Class 9 contains 310 members Mstep: Class 10 contains 16599 members Mstep: Class 11 contains 2477 members Mstep: Class 12 contains 1315 members Mstep: Class 13 contains 2818 members Mstep: Class 14 contains 694 members Mstep: Class 15 contains 2464 members Mstep: Class 16 contains 2420 members Mstep: Class 17 contains 9111 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1060 members Mstep: Class 20 contains 3550 members Mstep: Class 21 contains 6491 members Mstep: Class 22 contains 1699 members Mstep: Class 23 contains 4354 members Mstep: Class 24 contains 5833 members Entering Unmasked Estep ConsiderDeletion Score: -2642943.000000 Penalty: 12499.890625 Iteration 67Q: 25 clusters Score -2642943 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3103 members Mstep: Class 3 contains 1387 members Mstep: Class 4 contains 1220 members Mstep: Class 5 contains 4349 members Mstep: Class 6 contains 13680 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 6049 members Mstep: Class 9 contains 312 members Mstep: Class 10 contains 16551 members Mstep: Class 11 contains 2472 members Mstep: Class 12 contains 1311 members Mstep: Class 13 contains 2768 members Mstep: Class 14 contains 684 members Mstep: Class 15 contains 2391 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 9104 members Mstep: Class 18 contains 757 members Mstep: Class 19 contains 1059 members Mstep: Class 20 contains 3543 members Mstep: Class 21 contains 6458 members Mstep: Class 22 contains 1697 members Mstep: Class 23 contains 4363 members Mstep: Class 24 contains 5846 members Entering Unmasked Estep ConsiderDeletion Score: -2643053.750000 Penalty: 12499.890625 Iteration 68Q: 25 clusters Score -2643054 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3107 members Mstep: Class 3 contains 1391 members Mstep: Class 4 contains 1243 members Mstep: Class 5 contains 4356 members Mstep: Class 6 contains 13665 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 6207 members Mstep: Class 9 contains 316 members Mstep: Class 10 contains 16514 members Mstep: Class 11 contains 2478 members Mstep: Class 12 contains 1308 members Mstep: Class 13 contains 2718 members Mstep: Class 14 contains 679 members Mstep: Class 15 contains 2323 members Mstep: Class 16 contains 2425 members Mstep: Class 17 contains 9099 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 1060 members Mstep: Class 20 contains 3537 members Mstep: Class 21 contains 6418 members Mstep: Class 22 contains 1696 members Mstep: Class 23 contains 4365 members Mstep: Class 24 contains 5864 members Entering Unmasked Estep ConsiderDeletion Score: -2643157.250000 Penalty: 12499.890625 Iteration 69Q: 25 clusters Score -2643157 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3113 members Mstep: Class 3 contains 1396 members Mstep: Class 4 contains 1262 members Mstep: Class 5 contains 4362 members Mstep: Class 6 contains 13648 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 6373 members Mstep: Class 9 contains 323 members Mstep: Class 10 contains 16476 members Mstep: Class 11 contains 2486 members Mstep: Class 12 contains 1306 members Mstep: Class 13 contains 2670 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 2249 members Mstep: Class 16 contains 2425 members Mstep: Class 17 contains 9097 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 1058 members Mstep: Class 20 contains 3535 members Mstep: Class 21 contains 6385 members Mstep: Class 22 contains 1697 members Mstep: Class 23 contains 4364 members Mstep: Class 24 contains 5871 members Entering Unmasked Estep ConsiderDeletion Score: -2643258.000000 Penalty: 12499.890625 Iteration 70Q: 25 clusters Score -2643258 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3114 members Mstep: Class 3 contains 1396 members Mstep: Class 4 contains 1276 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 13633 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 6530 members Mstep: Class 9 contains 333 members Mstep: Class 10 contains 16445 members Mstep: Class 11 contains 2487 members Mstep: Class 12 contains 1306 members Mstep: Class 13 contains 2639 members Mstep: Class 14 contains 670 members Mstep: Class 15 contains 2171 members Mstep: Class 16 contains 2427 members Mstep: Class 17 contains 9092 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 1057 members Mstep: Class 20 contains 3534 members Mstep: Class 21 contains 6341 members Mstep: Class 22 contains 1700 members Mstep: Class 23 contains 4366 members Mstep: Class 24 contains 5880 members Entering Unmasked Estep ConsiderDeletion Score: -2643347.250000 Penalty: 12499.890625 Iteration 71Q: 25 clusters Score -2643347 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 3121 members Mstep: Class 3 contains 1398 members Mstep: Class 4 contains 1295 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 13616 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 6704 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 16418 members Mstep: Class 11 contains 2482 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 2621 members Mstep: Class 14 contains 671 members Mstep: Class 15 contains 2088 members Mstep: Class 16 contains 2431 members Mstep: Class 17 contains 9088 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1055 members Mstep: Class 20 contains 3532 members Mstep: Class 21 contains 6278 members Mstep: Class 22 contains 1703 members Mstep: Class 23 contains 4369 members Mstep: Class 24 contains 5882 members Entering Unmasked Estep ConsiderDeletion Score: -2643442.250000 Penalty: 12499.890625 Iteration 72Q: 25 clusters Score -2643442 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1397 members Mstep: Class 4 contains 1311 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 13600 members Mstep: Class 7 contains 1733 members Mstep: Class 8 contains 6869 members Mstep: Class 9 contains 358 members Mstep: Class 10 contains 16391 members Mstep: Class 11 contains 2482 members Mstep: Class 12 contains 1299 members Mstep: Class 13 contains 2595 members Mstep: Class 14 contains 669 members Mstep: Class 15 contains 2010 members Mstep: Class 16 contains 2437 members Mstep: Class 17 contains 9087 members Mstep: Class 18 contains 757 members Mstep: Class 19 contains 1057 members Mstep: Class 20 contains 3532 members Mstep: Class 21 contains 6218 members Mstep: Class 22 contains 1709 members Mstep: Class 23 contains 4362 members Mstep: Class 24 contains 5884 members Entering Unmasked Estep ConsiderDeletion Score: -2643538.500000 Penalty: 12499.890625 Iteration 73Q: 25 clusters Score -2643538 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1397 members Mstep: Class 4 contains 1318 members Mstep: Class 5 contains 4377 members Mstep: Class 6 contains 13587 members Mstep: Class 7 contains 1733 members Mstep: Class 8 contains 7012 members Mstep: Class 9 contains 368 members Mstep: Class 10 contains 16369 members Mstep: Class 11 contains 2484 members Mstep: Class 12 contains 1296 members Mstep: Class 13 contains 2567 members Mstep: Class 14 contains 665 members Mstep: Class 15 contains 1949 members Mstep: Class 16 contains 2438 members Mstep: Class 17 contains 9085 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1063 members Mstep: Class 20 contains 3536 members Mstep: Class 21 contains 6171 members Mstep: Class 22 contains 1714 members Mstep: Class 23 contains 4355 members Mstep: Class 24 contains 5889 members Entering Unmasked Estep ConsiderDeletion Score: -2643593.500000 Penalty: 12499.890625 Iteration 74Q: 25 clusters Score -2643594 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3132 members Mstep: Class 3 contains 1397 members Mstep: Class 4 contains 1314 members Mstep: Class 5 contains 4380 members Mstep: Class 6 contains 13571 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 7117 members Mstep: Class 9 contains 379 members Mstep: Class 10 contains 16357 members Mstep: Class 11 contains 2487 members Mstep: Class 12 contains 1295 members Mstep: Class 13 contains 2555 members Mstep: Class 14 contains 663 members Mstep: Class 15 contains 1910 members Mstep: Class 16 contains 2437 members Mstep: Class 17 contains 9076 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 1066 members Mstep: Class 20 contains 3534 members Mstep: Class 21 contains 6123 members Mstep: Class 22 contains 1719 members Mstep: Class 23 contains 4354 members Mstep: Class 24 contains 5894 members Entering Unmasked Estep ConsiderDeletion Score: -2643643.500000 Penalty: 12499.890625 Iteration 75Q: 25 clusters Score -2643644 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3133 members Mstep: Class 3 contains 1399 members Mstep: Class 4 contains 1312 members Mstep: Class 5 contains 4383 members Mstep: Class 6 contains 13557 members Mstep: Class 7 contains 1733 members Mstep: Class 8 contains 7231 members Mstep: Class 9 contains 387 members Mstep: Class 10 contains 16352 members Mstep: Class 11 contains 2482 members Mstep: Class 12 contains 1296 members Mstep: Class 13 contains 2536 members Mstep: Class 14 contains 662 members Mstep: Class 15 contains 1864 members Mstep: Class 16 contains 2438 members Mstep: Class 17 contains 9073 members Mstep: Class 18 contains 757 members Mstep: Class 19 contains 1071 members Mstep: Class 20 contains 3529 members Mstep: Class 21 contains 6076 members Mstep: Class 22 contains 1724 members Mstep: Class 23 contains 4352 members Mstep: Class 24 contains 5897 members Entering Unmasked Estep ConsiderDeletion Score: -2643692.500000 Penalty: 12499.890625 Iteration 76Q: 25 clusters Score -2643692 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 1405 members Mstep: Class 4 contains 1313 members Mstep: Class 5 contains 4385 members Mstep: Class 6 contains 13540 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7330 members Mstep: Class 9 contains 394 members Mstep: Class 10 contains 16341 members Mstep: Class 11 contains 2478 members Mstep: Class 12 contains 1294 members Mstep: Class 13 contains 2518 members Mstep: Class 14 contains 657 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 2442 members Mstep: Class 17 contains 9072 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1074 members Mstep: Class 20 contains 3527 members Mstep: Class 21 contains 6042 members Mstep: Class 22 contains 1730 members Mstep: Class 23 contains 4351 members Mstep: Class 24 contains 5896 members Entering Unmasked Estep ConsiderDeletion Score: -2643727.000000 Penalty: 12499.890625 Iteration 77Q: 25 clusters Score -2643727 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3138 members Mstep: Class 3 contains 1413 members Mstep: Class 4 contains 1315 members Mstep: Class 5 contains 4387 members Mstep: Class 6 contains 13524 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7452 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 16333 members Mstep: Class 11 contains 2470 members Mstep: Class 12 contains 1289 members Mstep: Class 13 contains 2495 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 1768 members Mstep: Class 16 contains 2449 members Mstep: Class 17 contains 9066 members Mstep: Class 18 contains 753 members Mstep: Class 19 contains 1079 members Mstep: Class 20 contains 3524 members Mstep: Class 21 contains 6011 members Mstep: Class 22 contains 1730 members Mstep: Class 23 contains 4352 members Mstep: Class 24 contains 5897 members Entering Unmasked Estep ConsiderDeletion Score: -2643798.000000 Penalty: 12499.890625 Iteration 78Q: 25 clusters Score -2643798 nChanged 266 Entering ConstructFrom: Score: -2643798.000000 Penalty: 12499.890625 Entering ConstructFrom: Trying to split cluster 1 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -10608.166992 Penalty: 267.691162 Iteration 0F: 2 clusters Score -10608.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -10231.213867 Penalty: 535.382324 Iteration 0F: 3 clusters Score -10231.21 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -10315.560547 Penalty: 535.382324 Iteration 1F: 3 clusters Score -10315.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10331.024414 Penalty: 535.382324 Iteration 2F: 3 clusters Score -10331.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -10336.986328 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -10336.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -10339.613281 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -10339.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -10339.966797 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -10339.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -10339.966797 Penalty: 535.382324 Iteration 6F: 3 clusters Score -10339.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Entering Unmasked Estep Score: -101443.835938 Penalty: 366.321533 Iteration 0F: 2 clusters Score -101443.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -99284.148438 Penalty: 732.643066 Iteration 0F: 3 clusters Score -99284.15 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -100029.718750 Penalty: 732.643066 Iteration 1F: 3 clusters Score -100029.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -100147.328125 Penalty: 732.643066 Iteration 2F: 3 clusters Score -100147.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -100244.109375 Penalty: 732.643066 Iteration 3F: 3 clusters Score -100244.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -100340.859375 Penalty: 732.643066 Iteration 4F: 3 clusters Score -100340.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -100484.867188 Penalty: 732.643066 Iteration 5F: 3 clusters Score -100484.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -100603.062500 Penalty: 732.643066 Iteration 6F: 3 clusters Score -100603.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -100696.734375 Penalty: 732.643066 Iteration 7Q: 3 clusters Score -100696.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -100755.375000 Penalty: 732.643066 Iteration 8Q: 3 clusters Score -100755.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -100794.000000 Penalty: 732.643066 Iteration 9Q: 3 clusters Score -100794 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -100812.132812 Penalty: 732.643066 Iteration 10Q: 3 clusters Score -100812.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -100833.187500 Penalty: 732.643066 Iteration 11Q: 3 clusters Score -100833.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -100853.937500 Penalty: 732.643066 Iteration 12Q: 3 clusters Score -100853.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -100881.140625 Penalty: 732.643066 Iteration 13Q: 3 clusters Score -100881.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -100907.062500 Penalty: 732.643066 Iteration 14Q: 3 clusters Score -100907.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -100932.414062 Penalty: 732.643066 Iteration 15Q: 3 clusters Score -100932.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -100960.710938 Penalty: 732.643066 Iteration 16Q: 3 clusters Score -100960.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -100983.039062 Penalty: 732.643066 Iteration 17Q: 3 clusters Score -100983 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -101004.039062 Penalty: 732.643066 Iteration 18Q: 3 clusters Score -101004 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -101015.484375 Penalty: 732.643066 Iteration 19Q: 3 clusters Score -101015.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -101023.898438 Penalty: 732.643066 Iteration 20F: 3 clusters Score -101023.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -101030.218750 Penalty: 732.643066 Iteration 21Q: 3 clusters Score -101030.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -101036.359375 Penalty: 732.643066 Iteration 22Q: 3 clusters Score -101036.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -101045.289062 Penalty: 732.643066 Iteration 23Q: 3 clusters Score -101045.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -101055.992188 Penalty: 732.643066 Iteration 24Q: 3 clusters Score -101056 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -101061.679688 Penalty: 732.643066 Iteration 25Q: 3 clusters Score -101061.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -101065.882812 Penalty: 732.643066 Iteration 26Q: 3 clusters Score -101065.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -101069.906250 Penalty: 732.643066 Iteration 27Q: 3 clusters Score -101069.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -101073.234375 Penalty: 732.643066 Iteration 28Q: 3 clusters Score -101073.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -101079.859375 Penalty: 732.643066 Iteration 29Q: 3 clusters Score -101079.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -101086.054688 Penalty: 732.643066 Iteration 30Q: 3 clusters Score -101086.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -101091.515625 Penalty: 732.643066 Iteration 31Q: 3 clusters Score -101091.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -101097.031250 Penalty: 732.643066 Iteration 32Q: 3 clusters Score -101097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -101099.851562 Penalty: 732.643066 Iteration 33Q: 3 clusters Score -101099.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -101102.015625 Penalty: 732.643066 Iteration 34Q: 3 clusters Score -101102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -101107.960938 Penalty: 732.643066 Iteration 35Q: 3 clusters Score -101108 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -101115.914062 Penalty: 732.643066 Iteration 36Q: 3 clusters Score -101115.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -101121.679688 Penalty: 732.643066 Iteration 37Q: 3 clusters Score -101121.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -101125.257812 Penalty: 732.643066 Iteration 38Q: 3 clusters Score -101125.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -101130.320312 Penalty: 732.643066 Iteration 39Q: 3 clusters Score -101130.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -101137.445312 Penalty: 732.643066 Iteration 40F: 3 clusters Score -101137.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -101139.796875 Penalty: 732.643066 Iteration 41Q: 3 clusters Score -101139.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -101141.507812 Penalty: 732.643066 Iteration 42Q: 3 clusters Score -101141.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -101142.429688 Penalty: 732.643066 Iteration 43Q: 3 clusters Score -101142.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -101144.046875 Penalty: 732.643066 Iteration 44Q: 3 clusters Score -101144 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -101144.507812 Penalty: 732.643066 Iteration 45Q: 3 clusters Score -101144.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -101145.007812 Penalty: 732.643066 Iteration 46Q: 3 clusters Score -101145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -101145.367188 Penalty: 732.643066 Iteration 47Q: 3 clusters Score -101145.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -101145.210938 Penalty: 732.643066 Iteration 48Q: 3 clusters Score -101145.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -101145.367188 Penalty: 732.643066 Iteration 49Q: 3 clusters Score -101145.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -101145.367188 Penalty: 732.643066 Iteration 50F: 3 clusters Score -101145.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Entering Unmasked Estep Score: -43482.687500 Penalty: 330.225708 Iteration 0F: 2 clusters Score -43482.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -42403.636719 Penalty: 660.451416 Iteration 0F: 3 clusters Score -42403.64 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -42708.039062 Penalty: 660.451416 Iteration 1F: 3 clusters Score -42708.04 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -42759.898438 Penalty: 660.451416 Iteration 2F: 3 clusters Score -42759.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -42807.175781 Penalty: 660.451416 Iteration 3F: 3 clusters Score -42807.18 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -42846.707031 Penalty: 660.451416 Iteration 4Q: 3 clusters Score -42846.71 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -42898.136719 Penalty: 660.451416 Iteration 5Q: 3 clusters Score -42898.14 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -42954.031250 Penalty: 660.451416 Iteration 6Q: 3 clusters Score -42954.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -43002.183594 Penalty: 660.451416 Iteration 7Q: 3 clusters Score -43002.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -43028.812500 Penalty: 660.451416 Iteration 8Q: 3 clusters Score -43028.81 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -43056.195312 Penalty: 660.451416 Iteration 9Q: 3 clusters Score -43056.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -43084.542969 Penalty: 660.451416 Iteration 10Q: 3 clusters Score -43084.54 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -43107.492188 Penalty: 660.451416 Iteration 11Q: 3 clusters Score -43107.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -43127.152344 Penalty: 660.451416 Iteration 12Q: 3 clusters Score -43127.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -43137.031250 Penalty: 660.451416 Iteration 13Q: 3 clusters Score -43137.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -43148.953125 Penalty: 660.451416 Iteration 14Q: 3 clusters Score -43148.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -43157.972656 Penalty: 660.451416 Iteration 15Q: 3 clusters Score -43157.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -43163.234375 Penalty: 660.451416 Iteration 16Q: 3 clusters Score -43163.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -43166.820312 Penalty: 660.451416 Iteration 17Q: 3 clusters Score -43166.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -43169.890625 Penalty: 660.451416 Iteration 18Q: 3 clusters Score -43169.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -43170.976562 Penalty: 660.451416 Iteration 19Q: 3 clusters Score -43170.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -43172.343750 Penalty: 660.451416 Iteration 20F: 3 clusters Score -43172.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -43173.113281 Penalty: 660.451416 Iteration 21Q: 3 clusters Score -43173.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -43173.941406 Penalty: 660.451416 Iteration 22Q: 3 clusters Score -43173.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -43173.941406 Penalty: 660.451416 Iteration 23F: 3 clusters Score -43173.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Entering Unmasked Estep Score: -38809.507812 Penalty: 326.275421 Iteration 0F: 2 clusters Score -38809.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -37791.171875 Penalty: 652.550842 Iteration 0F: 3 clusters Score -37791.17 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -38115.375000 Penalty: 652.550842 Iteration 1F: 3 clusters Score -38115.38 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -38192.160156 Penalty: 652.550842 Iteration 2F: 3 clusters Score -38192.16 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -38245.378906 Penalty: 652.550842 Iteration 3F: 3 clusters Score -38245.38 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -38304.382812 Penalty: 652.550842 Iteration 4F: 3 clusters Score -38304.38 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -38370.085938 Penalty: 652.550842 Iteration 5Q: 3 clusters Score -38370.09 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -38410.832031 Penalty: 652.550842 Iteration 6Q: 3 clusters Score -38410.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -38439.683594 Penalty: 652.550842 Iteration 7Q: 3 clusters Score -38439.68 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -38457.464844 Penalty: 652.550842 Iteration 8Q: 3 clusters Score -38457.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -38465.664062 Penalty: 652.550842 Iteration 9Q: 3 clusters Score -38465.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -38467.500000 Penalty: 652.550842 Iteration 10Q: 3 clusters Score -38467.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -38468.257812 Penalty: 652.550842 Iteration 11Q: 3 clusters Score -38468.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -38469.128906 Penalty: 652.550842 Iteration 12Q: 3 clusters Score -38469.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -38469.707031 Penalty: 652.550842 Iteration 13Q: 3 clusters Score -38469.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -38471.273438 Penalty: 652.550842 Iteration 14Q: 3 clusters Score -38471.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -38476.046875 Penalty: 652.550842 Iteration 15Q: 3 clusters Score -38476.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -38480.613281 Penalty: 652.550842 Iteration 16Q: 3 clusters Score -38480.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -38484.683594 Penalty: 652.550842 Iteration 17Q: 3 clusters Score -38484.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -38487.500000 Penalty: 652.550842 Iteration 18Q: 3 clusters Score -38487.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -38489.863281 Penalty: 652.550842 Iteration 19Q: 3 clusters Score -38489.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -38490.398438 Penalty: 652.550842 Iteration 20F: 3 clusters Score -38490.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -38491.027344 Penalty: 652.550842 Iteration 21Q: 3 clusters Score -38491.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -38491.378906 Penalty: 652.550842 Iteration 22Q: 3 clusters Score -38491.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -38492.429688 Penalty: 652.550842 Iteration 23Q: 3 clusters Score -38492.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -38493.542969 Penalty: 652.550842 Iteration 24Q: 3 clusters Score -38493.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -38493.542969 Penalty: 652.550842 Iteration 25F: 3 clusters Score -38493.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Entering Unmasked Estep Score: -143472.421875 Penalty: 381.622681 Iteration 0F: 2 clusters Score -143472.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -140461.421875 Penalty: 763.245361 Iteration 0F: 3 clusters Score -140461.4 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -141541.734375 Penalty: 763.245361 Iteration 1F: 3 clusters Score -141541.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -141662.875000 Penalty: 763.245361 Iteration 2F: 3 clusters Score -141662.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -141769.031250 Penalty: 763.245361 Iteration 3F: 3 clusters Score -141769 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -141863.312500 Penalty: 763.245361 Iteration 4F: 3 clusters Score -141863.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -141971.281250 Penalty: 763.245361 Iteration 5Q: 3 clusters Score -141971.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -142084.406250 Penalty: 763.245361 Iteration 6Q: 3 clusters Score -142084.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -142206.281250 Penalty: 763.245361 Iteration 7Q: 3 clusters Score -142206.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -142343.906250 Penalty: 763.245361 Iteration 8Q: 3 clusters Score -142343.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -142483.375000 Penalty: 763.245361 Iteration 9Q: 3 clusters Score -142483.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -142578.812500 Penalty: 763.245361 Iteration 10Q: 3 clusters Score -142578.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -142670.656250 Penalty: 763.245361 Iteration 11Q: 3 clusters Score -142670.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -142744.765625 Penalty: 763.245361 Iteration 12Q: 3 clusters Score -142744.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -142786.421875 Penalty: 763.245361 Iteration 13Q: 3 clusters Score -142786.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -142811.671875 Penalty: 763.245361 Iteration 14Q: 3 clusters Score -142811.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -142830.656250 Penalty: 763.245361 Iteration 15Q: 3 clusters Score -142830.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -142842.593750 Penalty: 763.245361 Iteration 16Q: 3 clusters Score -142842.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -142857.328125 Penalty: 763.245361 Iteration 17Q: 3 clusters Score -142857.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -142872.234375 Penalty: 763.245361 Iteration 18Q: 3 clusters Score -142872.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -142886.578125 Penalty: 763.245361 Iteration 19Q: 3 clusters Score -142886.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -142895.625000 Penalty: 763.245361 Iteration 20F: 3 clusters Score -142895.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -142902.296875 Penalty: 763.245361 Iteration 21Q: 3 clusters Score -142902.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -142907.546875 Penalty: 763.245361 Iteration 22Q: 3 clusters Score -142907.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -142915.859375 Penalty: 763.245361 Iteration 23Q: 3 clusters Score -142915.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -142926.640625 Penalty: 763.245361 Iteration 24Q: 3 clusters Score -142926.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -142935.687500 Penalty: 763.245361 Iteration 25Q: 3 clusters Score -142935.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -142942.984375 Penalty: 763.245361 Iteration 26Q: 3 clusters Score -142943 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -142961.421875 Penalty: 763.245361 Iteration 27Q: 3 clusters Score -142961.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -142976.921875 Penalty: 763.245361 Iteration 28Q: 3 clusters Score -142976.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -142989.390625 Penalty: 763.245361 Iteration 29Q: 3 clusters Score -142989.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -142997.109375 Penalty: 763.245361 Iteration 30Q: 3 clusters Score -142997.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -143003.140625 Penalty: 763.245361 Iteration 31Q: 3 clusters Score -143003.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -143007.828125 Penalty: 763.245361 Iteration 32Q: 3 clusters Score -143007.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -143013.375000 Penalty: 763.245361 Iteration 33Q: 3 clusters Score -143013.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -143017.203125 Penalty: 763.245361 Iteration 34Q: 3 clusters Score -143017.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -143019.046875 Penalty: 763.245361 Iteration 35Q: 3 clusters Score -143019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -143021.234375 Penalty: 763.245361 Iteration 36Q: 3 clusters Score -143021.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -143022.546875 Penalty: 763.245361 Iteration 37Q: 3 clusters Score -143022.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -143024.781250 Penalty: 763.245361 Iteration 38Q: 3 clusters Score -143024.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -143026.812500 Penalty: 763.245361 Iteration 39Q: 3 clusters Score -143026.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -143029.062500 Penalty: 763.245361 Iteration 40F: 3 clusters Score -143029.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -143031.078125 Penalty: 763.245361 Iteration 41Q: 3 clusters Score -143031.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -143033.031250 Penalty: 763.245361 Iteration 42Q: 3 clusters Score -143033 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -143034.390625 Penalty: 763.245361 Iteration 43Q: 3 clusters Score -143034.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -143037.640625 Penalty: 763.245361 Iteration 44Q: 3 clusters Score -143037.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -143042.843750 Penalty: 763.245361 Iteration 45Q: 3 clusters Score -143042.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -143051.828125 Penalty: 763.245361 Iteration 46Q: 3 clusters Score -143051.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -143059.500000 Penalty: 763.245361 Iteration 47Q: 3 clusters Score -143059.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -143067.625000 Penalty: 763.245361 Iteration 48Q: 3 clusters Score -143067.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -143075.234375 Penalty: 763.245361 Iteration 49Q: 3 clusters Score -143075.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -143080.906250 Penalty: 763.245361 Iteration 50Q: 3 clusters Score -143080.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -143086.687500 Penalty: 763.245361 Iteration 51Q: 3 clusters Score -143086.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -143091.375000 Penalty: 763.245361 Iteration 52Q: 3 clusters Score -143091.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -143095.203125 Penalty: 763.245361 Iteration 53Q: 3 clusters Score -143095.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -143097.031250 Penalty: 763.245361 Iteration 54Q: 3 clusters Score -143097 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -143098.968750 Penalty: 763.245361 Iteration 55Q: 3 clusters Score -143099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -143101.484375 Penalty: 763.245361 Iteration 56Q: 3 clusters Score -143101.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -143102.796875 Penalty: 763.245361 Iteration 57Q: 3 clusters Score -143102.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -143103.515625 Penalty: 763.245361 Iteration 58Q: 3 clusters Score -143103.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -143105.625000 Penalty: 763.245361 Iteration 59Q: 3 clusters Score -143105.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -143106.328125 Penalty: 763.245361 Iteration 60F: 3 clusters Score -143106.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -143106.937500 Penalty: 763.245361 Iteration 61Q: 3 clusters Score -143106.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -143107.875000 Penalty: 763.245361 Iteration 62Q: 3 clusters Score -143107.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -143108.140625 Penalty: 763.245361 Iteration 63Q: 3 clusters Score -143108.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -143109.375000 Penalty: 763.245361 Iteration 64Q: 3 clusters Score -143109.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -143109.953125 Penalty: 763.245361 Iteration 65Q: 3 clusters Score -143110 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -143109.953125 Penalty: 763.245361 Iteration 66F: 3 clusters Score -143110 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Entering Unmasked Estep Score: -437593.656250 Penalty: 432.755554 Iteration 0F: 2 clusters Score -437593.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -428652.593750 Penalty: 865.511108 Iteration 0F: 3 clusters Score -428652.6 nChanged 6283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7378 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -432495.718750 Penalty: 865.511108 Iteration 1F: 3 clusters Score -432495.7 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -432901.531250 Penalty: 865.511108 Iteration 2F: 3 clusters Score -432901.5 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -433384.593750 Penalty: 865.511108 Iteration 3F: 3 clusters Score -433384.6 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -433991.593750 Penalty: 865.511108 Iteration 4F: 3 clusters Score -433991.6 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -434742.843750 Penalty: 865.511108 Iteration 5F: 3 clusters Score -434742.8 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -435453.718750 Penalty: 865.511108 Iteration 6F: 3 clusters Score -435453.7 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -435919.125000 Penalty: 865.511108 Iteration 7Q: 3 clusters Score -435919.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -436185.500000 Penalty: 865.511108 Iteration 8Q: 3 clusters Score -436185.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -436387.562500 Penalty: 865.511108 Iteration 9Q: 3 clusters Score -436387.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -436582.218750 Penalty: 865.511108 Iteration 10Q: 3 clusters Score -436582.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -436744.031250 Penalty: 865.511108 Iteration 11Q: 3 clusters Score -436744 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -436871.531250 Penalty: 865.511108 Iteration 12Q: 3 clusters Score -436871.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -436960.625000 Penalty: 865.511108 Iteration 13Q: 3 clusters Score -436960.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -437052.000000 Penalty: 865.511108 Iteration 14Q: 3 clusters Score -437052 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -437137.281250 Penalty: 865.511108 Iteration 15Q: 3 clusters Score -437137.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -437191.718750 Penalty: 865.511108 Iteration 16Q: 3 clusters Score -437191.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -437230.156250 Penalty: 865.511108 Iteration 17Q: 3 clusters Score -437230.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -437259.875000 Penalty: 865.511108 Iteration 18Q: 3 clusters Score -437259.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -437283.218750 Penalty: 865.511108 Iteration 19Q: 3 clusters Score -437283.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -437301.250000 Penalty: 865.511108 Iteration 20F: 3 clusters Score -437301.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -437313.093750 Penalty: 865.511108 Iteration 21Q: 3 clusters Score -437313.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12780 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -437321.218750 Penalty: 865.511108 Iteration 22Q: 3 clusters Score -437321.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12802 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -437327.500000 Penalty: 865.511108 Iteration 23Q: 3 clusters Score -437327.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12827 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -437335.062500 Penalty: 865.511108 Iteration 24Q: 3 clusters Score -437335.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -437340.343750 Penalty: 865.511108 Iteration 25Q: 3 clusters Score -437340.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -437348.218750 Penalty: 865.511108 Iteration 26Q: 3 clusters Score -437348.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -437353.000000 Penalty: 865.511108 Iteration 27Q: 3 clusters Score -437353 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -437357.718750 Penalty: 865.511108 Iteration 28Q: 3 clusters Score -437357.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12912 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -437359.593750 Penalty: 865.511108 Iteration 29Q: 3 clusters Score -437359.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12922 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -437364.468750 Penalty: 865.511108 Iteration 30Q: 3 clusters Score -437364.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12931 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -437370.250000 Penalty: 865.511108 Iteration 31Q: 3 clusters Score -437370.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -437377.000000 Penalty: 865.511108 Iteration 32Q: 3 clusters Score -437377 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -437380.500000 Penalty: 865.511108 Iteration 33Q: 3 clusters Score -437380.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -437381.906250 Penalty: 865.511108 Iteration 34Q: 3 clusters Score -437381.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12974 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -437383.312500 Penalty: 865.511108 Iteration 35Q: 3 clusters Score -437383.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -437385.781250 Penalty: 865.511108 Iteration 36Q: 3 clusters Score -437385.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -437387.531250 Penalty: 865.511108 Iteration 37Q: 3 clusters Score -437387.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -437387.437500 Penalty: 865.511108 Iteration 38Q: 3 clusters Score -437387.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12988 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -437387.875000 Penalty: 865.511108 Iteration 39Q: 3 clusters Score -437387.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12989 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -437388.031250 Penalty: 865.511108 Iteration 40F: 3 clusters Score -437388 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Entering Unmasked Estep Score: -53514.144531 Penalty: 339.373688 Iteration 0F: 2 clusters Score -53514.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -52242.187500 Penalty: 678.747375 Iteration 0F: 3 clusters Score -52242.19 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -52613.406250 Penalty: 678.747375 Iteration 1F: 3 clusters Score -52613.41 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -52677.734375 Penalty: 678.747375 Iteration 2F: 3 clusters Score -52677.73 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -52721.324219 Penalty: 678.747375 Iteration 3F: 3 clusters Score -52721.32 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -52759.628906 Penalty: 678.747375 Iteration 4Q: 3 clusters Score -52759.63 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -52792.714844 Penalty: 678.747375 Iteration 5Q: 3 clusters Score -52792.71 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -52838.273438 Penalty: 678.747375 Iteration 6Q: 3 clusters Score -52838.27 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -52883.089844 Penalty: 678.747375 Iteration 7Q: 3 clusters Score -52883.09 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -52921.738281 Penalty: 678.747375 Iteration 8Q: 3 clusters Score -52921.74 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -52967.804688 Penalty: 678.747375 Iteration 9Q: 3 clusters Score -52967.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -53011.421875 Penalty: 678.747375 Iteration 10Q: 3 clusters Score -53011.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -53034.683594 Penalty: 678.747375 Iteration 11Q: 3 clusters Score -53034.68 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -53053.839844 Penalty: 678.747375 Iteration 12Q: 3 clusters Score -53053.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -53067.671875 Penalty: 678.747375 Iteration 13Q: 3 clusters Score -53067.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -53076.691406 Penalty: 678.747375 Iteration 14Q: 3 clusters Score -53076.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -53084.703125 Penalty: 678.747375 Iteration 15Q: 3 clusters Score -53084.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -53090.667969 Penalty: 678.747375 Iteration 16Q: 3 clusters Score -53090.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -53095.855469 Penalty: 678.747375 Iteration 17Q: 3 clusters Score -53095.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -53100.531250 Penalty: 678.747375 Iteration 18Q: 3 clusters Score -53100.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -53108.218750 Penalty: 678.747375 Iteration 19Q: 3 clusters Score -53108.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -53117.941406 Penalty: 678.747375 Iteration 20F: 3 clusters Score -53117.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -53127.664062 Penalty: 678.747375 Iteration 21Q: 3 clusters Score -53127.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -53133.398438 Penalty: 678.747375 Iteration 22Q: 3 clusters Score -53133.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -53138.855469 Penalty: 678.747375 Iteration 23Q: 3 clusters Score -53138.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -53140.386719 Penalty: 678.747375 Iteration 24Q: 3 clusters Score -53140.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -53141.148438 Penalty: 678.747375 Iteration 25Q: 3 clusters Score -53141.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -53141.925781 Penalty: 678.747375 Iteration 26Q: 3 clusters Score -53141.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -53143.644531 Penalty: 678.747375 Iteration 27Q: 3 clusters Score -53143.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -53145.082031 Penalty: 678.747375 Iteration 28Q: 3 clusters Score -53145.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -53145.968750 Penalty: 678.747375 Iteration 29Q: 3 clusters Score -53145.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -53146.878906 Penalty: 678.747375 Iteration 30Q: 3 clusters Score -53146.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -53147.460938 Penalty: 678.747375 Iteration 31Q: 3 clusters Score -53147.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -53147.460938 Penalty: 678.747375 Iteration 32F: 3 clusters Score -53147.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Entering Unmasked Estep Score: -230971.343750 Penalty: 406.421661 Iteration 0F: 2 clusters Score -230971.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -225956.656250 Penalty: 812.843323 Iteration 0F: 3 clusters Score -225956.7 nChanged 3452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -227748.937500 Penalty: 812.843323 Iteration 1F: 3 clusters Score -227748.9 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -227885.546875 Penalty: 812.843323 Iteration 2F: 3 clusters Score -227885.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -227999.437500 Penalty: 812.843323 Iteration 3Q: 3 clusters Score -227999.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -228112.703125 Penalty: 812.843323 Iteration 4Q: 3 clusters Score -228112.7 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -228242.531250 Penalty: 812.843323 Iteration 5Q: 3 clusters Score -228242.5 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -228403.140625 Penalty: 812.843323 Iteration 6Q: 3 clusters Score -228403.1 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -228656.453125 Penalty: 812.843323 Iteration 7F: 3 clusters Score -228656.5 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -228958.640625 Penalty: 812.843323 Iteration 8F: 3 clusters Score -228958.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -229218.187500 Penalty: 812.843323 Iteration 9F: 3 clusters Score -229218.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -229442.593750 Penalty: 812.843323 Iteration 10Q: 3 clusters Score -229442.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -229569.562500 Penalty: 812.843323 Iteration 11Q: 3 clusters Score -229569.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -229628.031250 Penalty: 812.843323 Iteration 12Q: 3 clusters Score -229628 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -229666.218750 Penalty: 812.843323 Iteration 13Q: 3 clusters Score -229666.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -229688.015625 Penalty: 812.843323 Iteration 14Q: 3 clusters Score -229688 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -229710.984375 Penalty: 812.843323 Iteration 15Q: 3 clusters Score -229711 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -229730.546875 Penalty: 812.843323 Iteration 16Q: 3 clusters Score -229730.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -229749.437500 Penalty: 812.843323 Iteration 17Q: 3 clusters Score -229749.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -229764.640625 Penalty: 812.843323 Iteration 18Q: 3 clusters Score -229764.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -229779.484375 Penalty: 812.843323 Iteration 19Q: 3 clusters Score -229779.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -229795.734375 Penalty: 812.843323 Iteration 20F: 3 clusters Score -229795.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -229812.187500 Penalty: 812.843323 Iteration 21Q: 3 clusters Score -229812.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -229832.312500 Penalty: 812.843323 Iteration 22Q: 3 clusters Score -229832.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -229856.546875 Penalty: 812.843323 Iteration 23Q: 3 clusters Score -229856.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -229880.828125 Penalty: 812.843323 Iteration 24Q: 3 clusters Score -229880.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -229906.437500 Penalty: 812.843323 Iteration 25Q: 3 clusters Score -229906.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -229931.171875 Penalty: 812.843323 Iteration 26Q: 3 clusters Score -229931.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -229956.078125 Penalty: 812.843323 Iteration 27Q: 3 clusters Score -229956.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -229984.859375 Penalty: 812.843323 Iteration 28Q: 3 clusters Score -229984.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -230018.250000 Penalty: 812.843323 Iteration 29Q: 3 clusters Score -230018.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -230043.125000 Penalty: 812.843323 Iteration 30Q: 3 clusters Score -230043.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -230067.718750 Penalty: 812.843323 Iteration 31Q: 3 clusters Score -230067.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -230097.140625 Penalty: 812.843323 Iteration 32Q: 3 clusters Score -230097.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -230124.109375 Penalty: 812.843323 Iteration 33Q: 3 clusters Score -230124.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -230160.468750 Penalty: 812.843323 Iteration 34Q: 3 clusters Score -230160.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -230201.968750 Penalty: 812.843323 Iteration 35Q: 3 clusters Score -230202 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -230247.875000 Penalty: 812.843323 Iteration 36Q: 3 clusters Score -230247.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -230292.984375 Penalty: 812.843323 Iteration 37Q: 3 clusters Score -230293 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -230329.718750 Penalty: 812.843323 Iteration 38Q: 3 clusters Score -230329.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -230361.421875 Penalty: 812.843323 Iteration 39Q: 3 clusters Score -230361.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -230394.031250 Penalty: 812.843323 Iteration 40F: 3 clusters Score -230394 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -230425.468750 Penalty: 812.843323 Iteration 41Q: 3 clusters Score -230425.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -230455.921875 Penalty: 812.843323 Iteration 42Q: 3 clusters Score -230455.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -230497.359375 Penalty: 812.843323 Iteration 43Q: 3 clusters Score -230497.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -230534.203125 Penalty: 812.843323 Iteration 44Q: 3 clusters Score -230534.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -230587.109375 Penalty: 812.843323 Iteration 45Q: 3 clusters Score -230587.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -230614.625000 Penalty: 812.843323 Iteration 46Q: 3 clusters Score -230614.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -230634.015625 Penalty: 812.843323 Iteration 47Q: 3 clusters Score -230634 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -230638.734375 Penalty: 812.843323 Iteration 48Q: 3 clusters Score -230638.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 7285 members Entering Unmasked Estep Score: -230644.031250 Penalty: 812.843323 Iteration 49Q: 3 clusters Score -230644 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -230650.046875 Penalty: 812.843323 Iteration 50Q: 3 clusters Score -230650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -230652.687500 Penalty: 812.843323 Iteration 51Q: 3 clusters Score -230652.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -230653.875000 Penalty: 812.843323 Iteration 52Q: 3 clusters Score -230653.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -230655.921875 Penalty: 812.843323 Iteration 53Q: 3 clusters Score -230655.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -230656.968750 Penalty: 812.843323 Iteration 54Q: 3 clusters Score -230657 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -230656.734375 Penalty: 812.843323 Iteration 55Q: 3 clusters Score -230656.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -230656.734375 Penalty: 812.843323 Iteration 56F: 3 clusters Score -230656.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Entering Unmasked Estep Score: -10193.911133 Penalty: 275.047729 Iteration 0F: 2 clusters Score -10193.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -9782.541016 Penalty: 550.095459 Iteration 0F: 3 clusters Score -9782.541 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9893.166992 Penalty: 550.095459 Iteration 1F: 3 clusters Score -9893.167 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -9914.384766 Penalty: 550.095459 Iteration 2F: 3 clusters Score -9914.385 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9937.567383 Penalty: 550.095459 Iteration 3Q: 3 clusters Score -9937.567 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9961.861328 Penalty: 550.095459 Iteration 4Q: 3 clusters Score -9961.861 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9977.587891 Penalty: 550.095459 Iteration 5Q: 3 clusters Score -9977.588 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9986.059570 Penalty: 550.095459 Iteration 6Q: 3 clusters Score -9986.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9992.137695 Penalty: 550.095459 Iteration 7Q: 3 clusters Score -9992.138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9994.000000 Penalty: 550.095459 Iteration 8Q: 3 clusters Score -9994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9996.302734 Penalty: 550.095459 Iteration 9Q: 3 clusters Score -9996.303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9999.977539 Penalty: 550.095459 Iteration 10Q: 3 clusters Score -9999.978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -10006.034180 Penalty: 550.095459 Iteration 11Q: 3 clusters Score -10006.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10009.786133 Penalty: 550.095459 Iteration 12Q: 3 clusters Score -10009.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -10011.762695 Penalty: 550.095459 Iteration 13Q: 3 clusters Score -10011.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -10013.368164 Penalty: 550.095459 Iteration 14Q: 3 clusters Score -10013.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -10013.368164 Penalty: 550.095459 Iteration 15F: 3 clusters Score -10013.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16330 members Entering Unmasked Estep Score: -522992.968750 Penalty: 441.384521 Iteration 0F: 2 clusters Score -522993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -512229.156250 Penalty: 882.769043 Iteration 0F: 3 clusters Score -512229.2 nChanged 7664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -516775.218750 Penalty: 882.769043 Iteration 1F: 3 clusters Score -516775.2 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -517305.468750 Penalty: 882.769043 Iteration 2F: 3 clusters Score -517305.5 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -518123.281250 Penalty: 882.769043 Iteration 3F: 3 clusters Score -518123.3 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -519167.375000 Penalty: 882.769043 Iteration 4F: 3 clusters Score -519167.4 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -520351.437500 Penalty: 882.769043 Iteration 5F: 3 clusters Score -520351.4 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -521361.250000 Penalty: 882.769043 Iteration 6F: 3 clusters Score -521361.2 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15305 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -521959.968750 Penalty: 882.769043 Iteration 7Q: 3 clusters Score -521960 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -522238.843750 Penalty: 882.769043 Iteration 8Q: 3 clusters Score -522238.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -522380.093750 Penalty: 882.769043 Iteration 9Q: 3 clusters Score -522380.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -522474.937500 Penalty: 882.769043 Iteration 10Q: 3 clusters Score -522474.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15891 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -522540.437500 Penalty: 882.769043 Iteration 11Q: 3 clusters Score -522540.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -522581.781250 Penalty: 882.769043 Iteration 12Q: 3 clusters Score -522581.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15970 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -522605.218750 Penalty: 882.769043 Iteration 13Q: 3 clusters Score -522605.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -522626.750000 Penalty: 882.769043 Iteration 14Q: 3 clusters Score -522626.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16016 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -522645.968750 Penalty: 882.769043 Iteration 15Q: 3 clusters Score -522646 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16038 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -522661.562500 Penalty: 882.769043 Iteration 16Q: 3 clusters Score -522661.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16045 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -522664.812500 Penalty: 882.769043 Iteration 17Q: 3 clusters Score -522664.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -522667.468750 Penalty: 882.769043 Iteration 18Q: 3 clusters Score -522667.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16054 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -522670.531250 Penalty: 882.769043 Iteration 19Q: 3 clusters Score -522670.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -522672.406250 Penalty: 882.769043 Iteration 20F: 3 clusters Score -522672.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -522672.781250 Penalty: 882.769043 Iteration 21Q: 3 clusters Score -522672.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -522673.156250 Penalty: 882.769043 Iteration 22Q: 3 clusters Score -522673.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -522674.375000 Penalty: 882.769043 Iteration 23Q: 3 clusters Score -522674.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -522674.281250 Penalty: 882.769043 Iteration 24Q: 3 clusters Score -522674.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16058 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -522674.281250 Penalty: 882.769043 Iteration 25F: 3 clusters Score -522674.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Entering Unmasked Estep Score: -58759.476562 Penalty: 355.241699 Iteration 0F: 2 clusters Score -58759.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -57054.402344 Penalty: 710.483398 Iteration 0F: 3 clusters Score -57054.4 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -57672.156250 Penalty: 710.483398 Iteration 1F: 3 clusters Score -57672.16 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -57787.246094 Penalty: 710.483398 Iteration 2F: 3 clusters Score -57787.25 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -57921.128906 Penalty: 710.483398 Iteration 3F: 3 clusters Score -57921.13 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -58046.632812 Penalty: 710.483398 Iteration 4F: 3 clusters Score -58046.63 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -58140.164062 Penalty: 710.483398 Iteration 5F: 3 clusters Score -58140.16 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -58190.019531 Penalty: 710.483398 Iteration 6Q: 3 clusters Score -58190.02 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -58229.312500 Penalty: 710.483398 Iteration 7Q: 3 clusters Score -58229.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -58257.460938 Penalty: 710.483398 Iteration 8Q: 3 clusters Score -58257.46 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -58275.953125 Penalty: 710.483398 Iteration 9Q: 3 clusters Score -58275.95 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -58289.835938 Penalty: 710.483398 Iteration 10Q: 3 clusters Score -58289.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -58305.402344 Penalty: 710.483398 Iteration 11Q: 3 clusters Score -58305.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -58315.351562 Penalty: 710.483398 Iteration 12Q: 3 clusters Score -58315.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -58319.941406 Penalty: 710.483398 Iteration 13Q: 3 clusters Score -58319.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -58326.277344 Penalty: 710.483398 Iteration 14Q: 3 clusters Score -58326.28 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -58335.589844 Penalty: 710.483398 Iteration 15Q: 3 clusters Score -58335.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -58342.960938 Penalty: 710.483398 Iteration 16Q: 3 clusters Score -58342.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -58346.906250 Penalty: 710.483398 Iteration 17Q: 3 clusters Score -58346.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -58349.011719 Penalty: 710.483398 Iteration 18Q: 3 clusters Score -58349.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -58349.718750 Penalty: 710.483398 Iteration 19Q: 3 clusters Score -58349.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -58350.269531 Penalty: 710.483398 Iteration 20F: 3 clusters Score -58350.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -58350.847656 Penalty: 710.483398 Iteration 21Q: 3 clusters Score -58350.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -58351.191406 Penalty: 710.483398 Iteration 22Q: 3 clusters Score -58351.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -58351.609375 Penalty: 710.483398 Iteration 23Q: 3 clusters Score -58351.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -58351.667969 Penalty: 710.483398 Iteration 24Q: 3 clusters Score -58351.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -58351.703125 Penalty: 710.483398 Iteration 25Q: 3 clusters Score -58351.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -58351.679688 Penalty: 710.483398 Iteration 26Q: 3 clusters Score -58351.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -58351.679688 Penalty: 710.483398 Iteration 27F: 3 clusters Score -58351.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Entering Unmasked Estep Score: -40562.808594 Penalty: 325.783142 Iteration 0F: 2 clusters Score -40562.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -39614.171875 Penalty: 651.566284 Iteration 0F: 3 clusters Score -39614.17 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -39989.585938 Penalty: 651.566284 Iteration 1F: 3 clusters Score -39989.59 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -40048.097656 Penalty: 651.566284 Iteration 2F: 3 clusters Score -40048.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -40087.570312 Penalty: 651.566284 Iteration 3Q: 3 clusters Score -40087.57 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -40123.308594 Penalty: 651.566284 Iteration 4Q: 3 clusters Score -40123.31 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -40147.925781 Penalty: 651.566284 Iteration 5Q: 3 clusters Score -40147.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -40176.453125 Penalty: 651.566284 Iteration 6Q: 3 clusters Score -40176.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -40207.066406 Penalty: 651.566284 Iteration 7Q: 3 clusters Score -40207.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -40235.769531 Penalty: 651.566284 Iteration 8Q: 3 clusters Score -40235.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -40254.261719 Penalty: 651.566284 Iteration 9Q: 3 clusters Score -40254.26 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -40275.378906 Penalty: 651.566284 Iteration 10Q: 3 clusters Score -40275.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -40290.558594 Penalty: 651.566284 Iteration 11Q: 3 clusters Score -40290.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -40296.824219 Penalty: 651.566284 Iteration 12Q: 3 clusters Score -40296.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -40302.367188 Penalty: 651.566284 Iteration 13Q: 3 clusters Score -40302.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -40308.261719 Penalty: 651.566284 Iteration 14Q: 3 clusters Score -40308.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -40312.453125 Penalty: 651.566284 Iteration 15Q: 3 clusters Score -40312.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -40317.968750 Penalty: 651.566284 Iteration 16Q: 3 clusters Score -40317.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -40324.242188 Penalty: 651.566284 Iteration 17Q: 3 clusters Score -40324.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -40328.656250 Penalty: 651.566284 Iteration 18Q: 3 clusters Score -40328.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -40333.867188 Penalty: 651.566284 Iteration 19Q: 3 clusters Score -40333.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -40335.820312 Penalty: 651.566284 Iteration 20F: 3 clusters Score -40335.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -40339.726562 Penalty: 651.566284 Iteration 21Q: 3 clusters Score -40339.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -40343.984375 Penalty: 651.566284 Iteration 22Q: 3 clusters Score -40343.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -40347.855469 Penalty: 651.566284 Iteration 23Q: 3 clusters Score -40347.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -40349.437500 Penalty: 651.566284 Iteration 24Q: 3 clusters Score -40349.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -40349.437500 Penalty: 651.566284 Iteration 25F: 3 clusters Score -40349.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Entering Unmasked Estep Score: -77018.914062 Penalty: 355.500000 Iteration 0F: 2 clusters Score -77018.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -75276.039062 Penalty: 711.000000 Iteration 0F: 3 clusters Score -75276.04 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -75975.093750 Penalty: 711.000000 Iteration 1F: 3 clusters Score -75975.09 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -76170.781250 Penalty: 711.000000 Iteration 2F: 3 clusters Score -76170.78 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -76307.562500 Penalty: 711.000000 Iteration 3F: 3 clusters Score -76307.56 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -76434.656250 Penalty: 711.000000 Iteration 4F: 3 clusters Score -76434.66 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -76547.476562 Penalty: 711.000000 Iteration 5Q: 3 clusters Score -76547.48 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -76600.812500 Penalty: 711.000000 Iteration 6Q: 3 clusters Score -76600.81 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -76632.843750 Penalty: 711.000000 Iteration 7Q: 3 clusters Score -76632.84 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -76648.632812 Penalty: 711.000000 Iteration 8Q: 3 clusters Score -76648.63 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -76658.898438 Penalty: 711.000000 Iteration 9Q: 3 clusters Score -76658.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -76665.843750 Penalty: 711.000000 Iteration 10Q: 3 clusters Score -76665.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -76667.312500 Penalty: 711.000000 Iteration 11Q: 3 clusters Score -76667.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -76668.664062 Penalty: 711.000000 Iteration 12Q: 3 clusters Score -76668.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -76669.890625 Penalty: 711.000000 Iteration 13Q: 3 clusters Score -76669.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -76671.148438 Penalty: 711.000000 Iteration 14Q: 3 clusters Score -76671.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -76673.328125 Penalty: 711.000000 Iteration 15Q: 3 clusters Score -76673.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -76677.921875 Penalty: 711.000000 Iteration 16Q: 3 clusters Score -76677.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -76679.835938 Penalty: 711.000000 Iteration 17Q: 3 clusters Score -76679.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -76681.007812 Penalty: 711.000000 Iteration 18Q: 3 clusters Score -76681.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -76682.187500 Penalty: 711.000000 Iteration 19Q: 3 clusters Score -76682.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -76684.117188 Penalty: 711.000000 Iteration 20F: 3 clusters Score -76684.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -76685.328125 Penalty: 711.000000 Iteration 21Q: 3 clusters Score -76685.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -76686.289062 Penalty: 711.000000 Iteration 22Q: 3 clusters Score -76686.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -76686.953125 Penalty: 711.000000 Iteration 23Q: 3 clusters Score -76686.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -76687.406250 Penalty: 711.000000 Iteration 24Q: 3 clusters Score -76687.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -76687.492188 Penalty: 711.000000 Iteration 25Q: 3 clusters Score -76687.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -76687.625000 Penalty: 711.000000 Iteration 26Q: 3 clusters Score -76687.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -76687.937500 Penalty: 711.000000 Iteration 27Q: 3 clusters Score -76687.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -76688.453125 Penalty: 711.000000 Iteration 28Q: 3 clusters Score -76688.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -76690.351562 Penalty: 711.000000 Iteration 29Q: 3 clusters Score -76690.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -76691.218750 Penalty: 711.000000 Iteration 30Q: 3 clusters Score -76691.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -76693.562500 Penalty: 711.000000 Iteration 31Q: 3 clusters Score -76693.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -76695.140625 Penalty: 711.000000 Iteration 32Q: 3 clusters Score -76695.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -76697.242188 Penalty: 711.000000 Iteration 33Q: 3 clusters Score -76697.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -76698.257812 Penalty: 711.000000 Iteration 34Q: 3 clusters Score -76698.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -76700.054688 Penalty: 711.000000 Iteration 35Q: 3 clusters Score -76700.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -76703.460938 Penalty: 711.000000 Iteration 36Q: 3 clusters Score -76703.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -76706.859375 Penalty: 711.000000 Iteration 37Q: 3 clusters Score -76706.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -76710.078125 Penalty: 711.000000 Iteration 38Q: 3 clusters Score -76710.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -76712.242188 Penalty: 711.000000 Iteration 39Q: 3 clusters Score -76712.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -76714.523438 Penalty: 711.000000 Iteration 40F: 3 clusters Score -76714.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -76716.851562 Penalty: 711.000000 Iteration 41Q: 3 clusters Score -76716.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -76719.437500 Penalty: 711.000000 Iteration 42Q: 3 clusters Score -76719.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -76721.226562 Penalty: 711.000000 Iteration 43Q: 3 clusters Score -76721.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -76723.109375 Penalty: 711.000000 Iteration 44Q: 3 clusters Score -76723.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -76724.914062 Penalty: 711.000000 Iteration 45Q: 3 clusters Score -76724.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -76725.890625 Penalty: 711.000000 Iteration 46Q: 3 clusters Score -76725.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -76726.906250 Penalty: 711.000000 Iteration 47Q: 3 clusters Score -76726.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -76727.492188 Penalty: 711.000000 Iteration 48Q: 3 clusters Score -76727.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -76727.742188 Penalty: 711.000000 Iteration 49Q: 3 clusters Score -76727.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -76728.671875 Penalty: 711.000000 Iteration 50Q: 3 clusters Score -76728.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -76729.000000 Penalty: 711.000000 Iteration 51Q: 3 clusters Score -76729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -76728.992188 Penalty: 711.000000 Iteration 52Q: 3 clusters Score -76728.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -76728.992188 Penalty: 711.000000 Iteration 53F: 3 clusters Score -76728.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Entering Unmasked Estep Score: -16846.054688 Penalty: 294.421387 Iteration 0F: 2 clusters Score -16846.05 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 334 members Entering Unmasked Estep Score: -16243.660156 Penalty: 588.842773 Iteration 0F: 3 clusters Score -16243.66 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -16448.248047 Penalty: 588.842773 Iteration 1F: 3 clusters Score -16448.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -16501.099609 Penalty: 588.842773 Iteration 2F: 3 clusters Score -16501.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -16548.910156 Penalty: 588.842773 Iteration 3F: 3 clusters Score -16548.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -16583.976562 Penalty: 588.842773 Iteration 4F: 3 clusters Score -16583.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -16616.232422 Penalty: 588.842773 Iteration 5Q: 3 clusters Score -16616.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -16653.197266 Penalty: 588.842773 Iteration 6Q: 3 clusters Score -16653.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -16663.769531 Penalty: 588.842773 Iteration 7Q: 3 clusters Score -16663.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -16667.265625 Penalty: 588.842773 Iteration 8Q: 3 clusters Score -16667.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -16669.546875 Penalty: 588.842773 Iteration 9Q: 3 clusters Score -16669.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -16670.371094 Penalty: 588.842773 Iteration 10Q: 3 clusters Score -16670.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -16670.750000 Penalty: 588.842773 Iteration 11Q: 3 clusters Score -16670.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -16672.158203 Penalty: 588.842773 Iteration 12Q: 3 clusters Score -16672.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -16674.156250 Penalty: 588.842773 Iteration 13Q: 3 clusters Score -16674.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -16675.111328 Penalty: 588.842773 Iteration 14Q: 3 clusters Score -16675.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -16675.996094 Penalty: 588.842773 Iteration 15Q: 3 clusters Score -16676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -16680.515625 Penalty: 588.842773 Iteration 16Q: 3 clusters Score -16680.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -16688.074219 Penalty: 588.842773 Iteration 17Q: 3 clusters Score -16688.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -16700.884766 Penalty: 588.842773 Iteration 18Q: 3 clusters Score -16700.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -16724.556641 Penalty: 588.842773 Iteration 19Q: 3 clusters Score -16724.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -16736.625000 Penalty: 588.842773 Iteration 20F: 3 clusters Score -16736.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -16746.240234 Penalty: 588.842773 Iteration 21Q: 3 clusters Score -16746.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -16759.066406 Penalty: 588.842773 Iteration 22Q: 3 clusters Score -16759.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -16767.785156 Penalty: 588.842773 Iteration 23Q: 3 clusters Score -16767.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -16775.564453 Penalty: 588.842773 Iteration 24Q: 3 clusters Score -16775.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -16785.769531 Penalty: 588.842773 Iteration 25Q: 3 clusters Score -16785.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -16790.710938 Penalty: 588.842773 Iteration 26Q: 3 clusters Score -16790.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -16794.132812 Penalty: 588.842773 Iteration 27Q: 3 clusters Score -16794.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -16795.187500 Penalty: 588.842773 Iteration 28Q: 3 clusters Score -16795.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -16796.253906 Penalty: 588.842773 Iteration 29Q: 3 clusters Score -16796.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -16797.222656 Penalty: 588.842773 Iteration 30Q: 3 clusters Score -16797.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -16797.570312 Penalty: 588.842773 Iteration 31Q: 3 clusters Score -16797.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -16797.570312 Penalty: 588.842773 Iteration 32F: 3 clusters Score -16797.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Entering Unmasked Estep Score: -53221.613281 Penalty: 338.978607 Iteration 0F: 2 clusters Score -53221.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -51929.050781 Penalty: 677.957214 Iteration 0F: 3 clusters Score -51929.05 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -52327.550781 Penalty: 677.957214 Iteration 1F: 3 clusters Score -52327.55 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -52416.316406 Penalty: 677.957214 Iteration 2F: 3 clusters Score -52416.32 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -52505.230469 Penalty: 677.957214 Iteration 3F: 3 clusters Score -52505.23 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -52609.105469 Penalty: 677.957214 Iteration 4F: 3 clusters Score -52609.11 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -52695.917969 Penalty: 677.957214 Iteration 5F: 3 clusters Score -52695.92 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -52762.605469 Penalty: 677.957214 Iteration 6Q: 3 clusters Score -52762.61 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -52802.539062 Penalty: 677.957214 Iteration 7Q: 3 clusters Score -52802.54 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -52830.785156 Penalty: 677.957214 Iteration 8Q: 3 clusters Score -52830.79 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -52866.039062 Penalty: 677.957214 Iteration 9Q: 3 clusters Score -52866.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -52882.832031 Penalty: 677.957214 Iteration 10Q: 3 clusters Score -52882.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -52894.968750 Penalty: 677.957214 Iteration 11Q: 3 clusters Score -52894.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -52904.015625 Penalty: 677.957214 Iteration 12Q: 3 clusters Score -52904.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -52908.996094 Penalty: 677.957214 Iteration 13Q: 3 clusters Score -52909 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -52913.304688 Penalty: 677.957214 Iteration 14Q: 3 clusters Score -52913.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -52918.097656 Penalty: 677.957214 Iteration 15Q: 3 clusters Score -52918.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -52921.917969 Penalty: 677.957214 Iteration 16Q: 3 clusters Score -52921.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -52925.601562 Penalty: 677.957214 Iteration 17Q: 3 clusters Score -52925.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -52927.160156 Penalty: 677.957214 Iteration 18Q: 3 clusters Score -52927.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -52928.046875 Penalty: 677.957214 Iteration 19Q: 3 clusters Score -52928.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -52928.566406 Penalty: 677.957214 Iteration 20F: 3 clusters Score -52928.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -52928.609375 Penalty: 677.957214 Iteration 21Q: 3 clusters Score -52928.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -52928.609375 Penalty: 677.957214 Iteration 22F: 3 clusters Score -52928.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Entering Unmasked Estep Score: -59118.269531 Penalty: 355.167633 Iteration 0F: 2 clusters Score -59118.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -57375.558594 Penalty: 710.335266 Iteration 0F: 3 clusters Score -57375.56 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -58025.054688 Penalty: 710.335266 Iteration 1F: 3 clusters Score -58025.05 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -58135.175781 Penalty: 710.335266 Iteration 2F: 3 clusters Score -58135.18 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -58247.527344 Penalty: 710.335266 Iteration 3F: 3 clusters Score -58247.53 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -58376.652344 Penalty: 710.335266 Iteration 4F: 3 clusters Score -58376.65 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -58476.777344 Penalty: 710.335266 Iteration 5F: 3 clusters Score -58476.78 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -58548.121094 Penalty: 710.335266 Iteration 6Q: 3 clusters Score -58548.12 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -58588.933594 Penalty: 710.335266 Iteration 7Q: 3 clusters Score -58588.93 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -58607.812500 Penalty: 710.335266 Iteration 8Q: 3 clusters Score -58607.81 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -58624.839844 Penalty: 710.335266 Iteration 9Q: 3 clusters Score -58624.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -58636.863281 Penalty: 710.335266 Iteration 10Q: 3 clusters Score -58636.86 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -58644.617188 Penalty: 710.335266 Iteration 11Q: 3 clusters Score -58644.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -58651.675781 Penalty: 710.335266 Iteration 12Q: 3 clusters Score -58651.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -58658.648438 Penalty: 710.335266 Iteration 13Q: 3 clusters Score -58658.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -58662.687500 Penalty: 710.335266 Iteration 14Q: 3 clusters Score -58662.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -58664.742188 Penalty: 710.335266 Iteration 15Q: 3 clusters Score -58664.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -58668.136719 Penalty: 710.335266 Iteration 16Q: 3 clusters Score -58668.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -58673.394531 Penalty: 710.335266 Iteration 17Q: 3 clusters Score -58673.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -58683.515625 Penalty: 710.335266 Iteration 18Q: 3 clusters Score -58683.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -58690.542969 Penalty: 710.335266 Iteration 19Q: 3 clusters Score -58690.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -58696.085938 Penalty: 710.335266 Iteration 20F: 3 clusters Score -58696.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -58702.074219 Penalty: 710.335266 Iteration 21Q: 3 clusters Score -58702.07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -58711.839844 Penalty: 710.335266 Iteration 22Q: 3 clusters Score -58711.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -58719.164062 Penalty: 710.335266 Iteration 23Q: 3 clusters Score -58719.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -58725.585938 Penalty: 710.335266 Iteration 24Q: 3 clusters Score -58725.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -58733.843750 Penalty: 710.335266 Iteration 25Q: 3 clusters Score -58733.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -58741.558594 Penalty: 710.335266 Iteration 26Q: 3 clusters Score -58741.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -58754.910156 Penalty: 710.335266 Iteration 27Q: 3 clusters Score -58754.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -58766.050781 Penalty: 710.335266 Iteration 28Q: 3 clusters Score -58766.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -58771.753906 Penalty: 710.335266 Iteration 29Q: 3 clusters Score -58771.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -58779.605469 Penalty: 710.335266 Iteration 30Q: 3 clusters Score -58779.61 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -58785.589844 Penalty: 710.335266 Iteration 31Q: 3 clusters Score -58785.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -58791.011719 Penalty: 710.335266 Iteration 32Q: 3 clusters Score -58791.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -58798.691406 Penalty: 710.335266 Iteration 33Q: 3 clusters Score -58798.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -58814.835938 Penalty: 710.335266 Iteration 34Q: 3 clusters Score -58814.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58833.238281 Penalty: 710.335266 Iteration 35Q: 3 clusters Score -58833.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -58847.492188 Penalty: 710.335266 Iteration 36Q: 3 clusters Score -58847.49 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -58869.886719 Penalty: 710.335266 Iteration 37Q: 3 clusters Score -58869.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -58888.390625 Penalty: 710.335266 Iteration 38Q: 3 clusters Score -58888.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58904.164062 Penalty: 710.335266 Iteration 39Q: 3 clusters Score -58904.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -58913.144531 Penalty: 710.335266 Iteration 40F: 3 clusters Score -58913.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -58920.285156 Penalty: 710.335266 Iteration 41Q: 3 clusters Score -58920.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -58923.527344 Penalty: 710.335266 Iteration 42Q: 3 clusters Score -58923.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58927.460938 Penalty: 710.335266 Iteration 43Q: 3 clusters Score -58927.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58929.214844 Penalty: 710.335266 Iteration 44Q: 3 clusters Score -58929.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -58931.167969 Penalty: 710.335266 Iteration 45Q: 3 clusters Score -58931.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -58934.429688 Penalty: 710.335266 Iteration 46Q: 3 clusters Score -58934.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -58935.902344 Penalty: 710.335266 Iteration 47Q: 3 clusters Score -58935.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -58936.515625 Penalty: 710.335266 Iteration 48Q: 3 clusters Score -58936.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -58937.683594 Penalty: 710.335266 Iteration 49Q: 3 clusters Score -58937.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -58938.218750 Penalty: 710.335266 Iteration 50Q: 3 clusters Score -58938.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -58938.535156 Penalty: 710.335266 Iteration 51Q: 3 clusters Score -58938.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -58939.371094 Penalty: 710.335266 Iteration 52Q: 3 clusters Score -58939.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -58940.121094 Penalty: 710.335266 Iteration 53Q: 3 clusters Score -58940.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -58940.121094 Penalty: 710.335266 Iteration 54F: 3 clusters Score -58940.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Entering Unmasked Estep Score: -305350.781250 Penalty: 414.609039 Iteration 0F: 2 clusters Score -305350.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -299327.218750 Penalty: 829.218079 Iteration 0F: 3 clusters Score -299327.2 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -301751.937500 Penalty: 829.218079 Iteration 1F: 3 clusters Score -301751.9 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -302151.125000 Penalty: 829.218079 Iteration 2F: 3 clusters Score -302151.1 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -302649.093750 Penalty: 829.218079 Iteration 3F: 3 clusters Score -302649.1 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -303160.656250 Penalty: 829.218079 Iteration 4F: 3 clusters Score -303160.7 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -303658.312500 Penalty: 829.218079 Iteration 5F: 3 clusters Score -303658.3 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -304123.437500 Penalty: 829.218079 Iteration 6F: 3 clusters Score -304123.4 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -304472.750000 Penalty: 829.218079 Iteration 7Q: 3 clusters Score -304472.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -304708.500000 Penalty: 829.218079 Iteration 8Q: 3 clusters Score -304708.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -304841.000000 Penalty: 829.218079 Iteration 9Q: 3 clusters Score -304841 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -304911.812500 Penalty: 829.218079 Iteration 10Q: 3 clusters Score -304911.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -304947.562500 Penalty: 829.218079 Iteration 11Q: 3 clusters Score -304947.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -304970.625000 Penalty: 829.218079 Iteration 12Q: 3 clusters Score -304970.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -304985.187500 Penalty: 829.218079 Iteration 13Q: 3 clusters Score -304985.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -304994.718750 Penalty: 829.218079 Iteration 14Q: 3 clusters Score -304994.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -305008.343750 Penalty: 829.218079 Iteration 15Q: 3 clusters Score -305008.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -305020.781250 Penalty: 829.218079 Iteration 16Q: 3 clusters Score -305020.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -305033.531250 Penalty: 829.218079 Iteration 17Q: 3 clusters Score -305033.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -305040.531250 Penalty: 829.218079 Iteration 18Q: 3 clusters Score -305040.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -305048.281250 Penalty: 829.218079 Iteration 19Q: 3 clusters Score -305048.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -305053.187500 Penalty: 829.218079 Iteration 20F: 3 clusters Score -305053.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -305057.125000 Penalty: 829.218079 Iteration 21Q: 3 clusters Score -305057.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -305061.250000 Penalty: 829.218079 Iteration 22Q: 3 clusters Score -305061.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -305065.500000 Penalty: 829.218079 Iteration 23Q: 3 clusters Score -305065.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -305067.875000 Penalty: 829.218079 Iteration 24Q: 3 clusters Score -305067.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -305069.562500 Penalty: 829.218079 Iteration 25Q: 3 clusters Score -305069.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -305070.000000 Penalty: 829.218079 Iteration 26Q: 3 clusters Score -305070 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -305070.000000 Penalty: 829.218079 Iteration 27F: 3 clusters Score -305070 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -11400.208984 Penalty: 301.334503 Iteration 0F: 2 clusters Score -11400.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -10806.765625 Penalty: 602.669006 Iteration 0F: 3 clusters Score -10806.77 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -11124.865234 Penalty: 602.669006 Iteration 1F: 3 clusters Score -11124.87 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -11213.797852 Penalty: 602.669006 Iteration 2F: 3 clusters Score -11213.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -11248.825195 Penalty: 602.669006 Iteration 3F: 3 clusters Score -11248.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -11261.403320 Penalty: 602.669006 Iteration 4Q: 3 clusters Score -11261.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -11269.220703 Penalty: 602.669006 Iteration 5Q: 3 clusters Score -11269.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -11279.349609 Penalty: 602.669006 Iteration 6Q: 3 clusters Score -11279.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -11283.702148 Penalty: 602.669006 Iteration 7Q: 3 clusters Score -11283.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -11285.048828 Penalty: 602.669006 Iteration 8Q: 3 clusters Score -11285.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -11288.025391 Penalty: 602.669006 Iteration 9Q: 3 clusters Score -11288.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -11288.375977 Penalty: 602.669006 Iteration 10Q: 3 clusters Score -11288.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -11288.375977 Penalty: 602.669006 Iteration 11F: 3 clusters Score -11288.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Entering Unmasked Estep Score: -36289.988281 Penalty: 317.972809 Iteration 0F: 2 clusters Score -36289.99 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 522 members Entering Unmasked Estep Score: -35443.578125 Penalty: 635.945618 Iteration 0F: 3 clusters Score -35443.58 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -35694.914062 Penalty: 635.945618 Iteration 1F: 3 clusters Score -35694.91 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -35748.738281 Penalty: 635.945618 Iteration 2F: 3 clusters Score -35748.74 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -35780.828125 Penalty: 635.945618 Iteration 3F: 3 clusters Score -35780.83 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -35806.292969 Penalty: 635.945618 Iteration 4Q: 3 clusters Score -35806.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -35835.468750 Penalty: 635.945618 Iteration 5Q: 3 clusters Score -35835.47 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -35857.656250 Penalty: 635.945618 Iteration 6Q: 3 clusters Score -35857.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -35883.839844 Penalty: 635.945618 Iteration 7Q: 3 clusters Score -35883.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -35903.792969 Penalty: 635.945618 Iteration 8Q: 3 clusters Score -35903.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35916.710938 Penalty: 635.945618 Iteration 9Q: 3 clusters Score -35916.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -35928.144531 Penalty: 635.945618 Iteration 10Q: 3 clusters Score -35928.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -35935.621094 Penalty: 635.945618 Iteration 11Q: 3 clusters Score -35935.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -35942.328125 Penalty: 635.945618 Iteration 12Q: 3 clusters Score -35942.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -35947.398438 Penalty: 635.945618 Iteration 13Q: 3 clusters Score -35947.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -35950.964844 Penalty: 635.945618 Iteration 14Q: 3 clusters Score -35950.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -35957.875000 Penalty: 635.945618 Iteration 15Q: 3 clusters Score -35957.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -35964.621094 Penalty: 635.945618 Iteration 16Q: 3 clusters Score -35964.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -35971.277344 Penalty: 635.945618 Iteration 17Q: 3 clusters Score -35971.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -35978.410156 Penalty: 635.945618 Iteration 18Q: 3 clusters Score -35978.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -35988.730469 Penalty: 635.945618 Iteration 19Q: 3 clusters Score -35988.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35995.832031 Penalty: 635.945618 Iteration 20F: 3 clusters Score -35995.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -35998.761719 Penalty: 635.945618 Iteration 21Q: 3 clusters Score -35998.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -35999.703125 Penalty: 635.945618 Iteration 22Q: 3 clusters Score -35999.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -36000.410156 Penalty: 635.945618 Iteration 23Q: 3 clusters Score -36000.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -36003.484375 Penalty: 635.945618 Iteration 24Q: 3 clusters Score -36003.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -36006.355469 Penalty: 635.945618 Iteration 25Q: 3 clusters Score -36006.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -36008.914062 Penalty: 635.945618 Iteration 26Q: 3 clusters Score -36008.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -36010.164062 Penalty: 635.945618 Iteration 27Q: 3 clusters Score -36010.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -36010.882812 Penalty: 635.945618 Iteration 28Q: 3 clusters Score -36010.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -36010.941406 Penalty: 635.945618 Iteration 29Q: 3 clusters Score -36010.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -36010.941406 Penalty: 635.945618 Iteration 30F: 3 clusters Score -36010.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Entering Unmasked Estep Score: -109422.437500 Penalty: 371.562836 Iteration 0F: 2 clusters Score -109422.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -106998.789062 Penalty: 743.125671 Iteration 0F: 3 clusters Score -106998.8 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -107850.375000 Penalty: 743.125671 Iteration 1F: 3 clusters Score -107850.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -107941.156250 Penalty: 743.125671 Iteration 2F: 3 clusters Score -107941.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -108034.312500 Penalty: 743.125671 Iteration 3Q: 3 clusters Score -108034.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -108157.750000 Penalty: 743.125671 Iteration 4F: 3 clusters Score -108157.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -108281.476562 Penalty: 743.125671 Iteration 5F: 3 clusters Score -108281.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -108404.156250 Penalty: 743.125671 Iteration 6F: 3 clusters Score -108404.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -108543.953125 Penalty: 743.125671 Iteration 7Q: 3 clusters Score -108544 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -108701.023438 Penalty: 743.125671 Iteration 8Q: 3 clusters Score -108701 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -108809.648438 Penalty: 743.125671 Iteration 9Q: 3 clusters Score -108809.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -108894.046875 Penalty: 743.125671 Iteration 10Q: 3 clusters Score -108894 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -108982.640625 Penalty: 743.125671 Iteration 11Q: 3 clusters Score -108982.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -109026.765625 Penalty: 743.125671 Iteration 12Q: 3 clusters Score -109026.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -109055.054688 Penalty: 743.125671 Iteration 13Q: 3 clusters Score -109055.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -109073.343750 Penalty: 743.125671 Iteration 14Q: 3 clusters Score -109073.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -109088.320312 Penalty: 743.125671 Iteration 15Q: 3 clusters Score -109088.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -109096.234375 Penalty: 743.125671 Iteration 16Q: 3 clusters Score -109096.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -109102.273438 Penalty: 743.125671 Iteration 17Q: 3 clusters Score -109102.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -109106.171875 Penalty: 743.125671 Iteration 18Q: 3 clusters Score -109106.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -109109.171875 Penalty: 743.125671 Iteration 19Q: 3 clusters Score -109109.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -109112.101562 Penalty: 743.125671 Iteration 20F: 3 clusters Score -109112.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -109116.265625 Penalty: 743.125671 Iteration 21Q: 3 clusters Score -109116.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -109118.429688 Penalty: 743.125671 Iteration 22Q: 3 clusters Score -109118.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -109125.914062 Penalty: 743.125671 Iteration 23Q: 3 clusters Score -109125.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -109129.945312 Penalty: 743.125671 Iteration 24Q: 3 clusters Score -109129.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -109134.875000 Penalty: 743.125671 Iteration 25Q: 3 clusters Score -109134.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -109135.796875 Penalty: 743.125671 Iteration 26Q: 3 clusters Score -109135.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -109136.210938 Penalty: 743.125671 Iteration 27Q: 3 clusters Score -109136.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -109136.726562 Penalty: 743.125671 Iteration 28Q: 3 clusters Score -109136.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -109137.000000 Penalty: 743.125671 Iteration 29Q: 3 clusters Score -109137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -109137.898438 Penalty: 743.125671 Iteration 30Q: 3 clusters Score -109137.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -109138.570312 Penalty: 743.125671 Iteration 31Q: 3 clusters Score -109138.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -109139.070312 Penalty: 743.125671 Iteration 32Q: 3 clusters Score -109139.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -109139.070312 Penalty: 743.125671 Iteration 33F: 3 clusters Score -109139.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Entering Unmasked Estep Score: -171117.359375 Penalty: 395.622711 Iteration 0F: 2 clusters Score -171117.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -167069.515625 Penalty: 791.245422 Iteration 0F: 3 clusters Score -167069.5 nChanged 2734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -168844.328125 Penalty: 791.245422 Iteration 1F: 3 clusters Score -168844.3 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -169766.562500 Penalty: 791.245422 Iteration 2F: 3 clusters Score -169766.6 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -172417.828125 Penalty: 791.245422 Iteration 3F: 3 clusters Score -172417.8 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -173936.437500 Penalty: 791.245422 Iteration 4F: 3 clusters Score -173936.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -174357.906250 Penalty: 791.245422 Iteration 5F: 3 clusters Score -174357.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -174446.625000 Penalty: 791.245422 Iteration 6Q: 3 clusters Score -174446.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -174475.000000 Penalty: 791.245422 Iteration 7Q: 3 clusters Score -174475 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -174485.250000 Penalty: 791.245422 Iteration 8Q: 3 clusters Score -174485.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -174491.468750 Penalty: 791.245422 Iteration 9Q: 3 clusters Score -174491.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -174494.515625 Penalty: 791.245422 Iteration 10Q: 3 clusters Score -174494.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -174495.671875 Penalty: 791.245422 Iteration 11Q: 3 clusters Score -174495.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -174496.000000 Penalty: 791.245422 Iteration 12Q: 3 clusters Score -174496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -174496.000000 Penalty: 791.245422 Iteration 13F: 3 clusters Score -174496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 4391 members Mstep: Class 6 contains 13509 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7573 members Mstep: Class 9 contains 422 members Mstep: Class 10 contains 16330 members Mstep: Class 11 contains 2459 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 2473 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 9066 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 3520 members Mstep: Class 21 contains 4375 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 4345 members Mstep: Class 24 contains 5903 members Mstep: Class 25 contains 1598 members Entering Unmasked Estep Score: -2647084.250000 Penalty: 13020.718750 Splitting cluster 21 changes total score from -2643798.000000 to -2647084.250000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 22 (1731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Entering Unmasked Estep Score: -46448.164062 Penalty: 339.268677 Iteration 0F: 2 clusters Score -46448.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -45207.371094 Penalty: 678.537354 Iteration 0F: 3 clusters Score -45207.37 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -45715.425781 Penalty: 678.537354 Iteration 1F: 3 clusters Score -45715.43 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -45871.992188 Penalty: 678.537354 Iteration 2F: 3 clusters Score -45871.99 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -45978.511719 Penalty: 678.537354 Iteration 3F: 3 clusters Score -45978.51 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -46062.167969 Penalty: 678.537354 Iteration 4F: 3 clusters Score -46062.17 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -46141.269531 Penalty: 678.537354 Iteration 5F: 3 clusters Score -46141.27 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -46191.718750 Penalty: 678.537354 Iteration 6Q: 3 clusters Score -46191.72 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -46212.832031 Penalty: 678.537354 Iteration 7Q: 3 clusters Score -46212.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -46222.660156 Penalty: 678.537354 Iteration 8Q: 3 clusters Score -46222.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -46228.910156 Penalty: 678.537354 Iteration 9Q: 3 clusters Score -46228.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -46232.933594 Penalty: 678.537354 Iteration 10Q: 3 clusters Score -46232.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -46234.429688 Penalty: 678.537354 Iteration 11Q: 3 clusters Score -46234.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -46236.457031 Penalty: 678.537354 Iteration 12Q: 3 clusters Score -46236.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -46238.695312 Penalty: 678.537354 Iteration 13Q: 3 clusters Score -46238.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -46241.679688 Penalty: 678.537354 Iteration 14Q: 3 clusters Score -46241.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -46243.414062 Penalty: 678.537354 Iteration 15Q: 3 clusters Score -46243.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -46245.300781 Penalty: 678.537354 Iteration 16Q: 3 clusters Score -46245.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -46245.835938 Penalty: 678.537354 Iteration 17Q: 3 clusters Score -46245.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -46247.410156 Penalty: 678.537354 Iteration 18Q: 3 clusters Score -46247.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -46247.839844 Penalty: 678.537354 Iteration 19Q: 3 clusters Score -46247.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -46248.195312 Penalty: 678.537354 Iteration 20F: 3 clusters Score -46248.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Entering Unmasked Estep Score: -138800.968750 Penalty: 381.143555 Iteration 0F: 2 clusters Score -138801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -135881.000000 Penalty: 762.287109 Iteration 0F: 3 clusters Score -135881 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -137110.015625 Penalty: 762.287109 Iteration 1F: 3 clusters Score -137110 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -137381.203125 Penalty: 762.287109 Iteration 2F: 3 clusters Score -137381.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -137655.875000 Penalty: 762.287109 Iteration 3F: 3 clusters Score -137655.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -137884.140625 Penalty: 762.287109 Iteration 4F: 3 clusters Score -137884.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -138062.578125 Penalty: 762.287109 Iteration 5F: 3 clusters Score -138062.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -138194.625000 Penalty: 762.287109 Iteration 6Q: 3 clusters Score -138194.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -138311.218750 Penalty: 762.287109 Iteration 7Q: 3 clusters Score -138311.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -138395.625000 Penalty: 762.287109 Iteration 8Q: 3 clusters Score -138395.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -138475.406250 Penalty: 762.287109 Iteration 9Q: 3 clusters Score -138475.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -138550.906250 Penalty: 762.287109 Iteration 10Q: 3 clusters Score -138550.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -138628.328125 Penalty: 762.287109 Iteration 11Q: 3 clusters Score -138628.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -138744.781250 Penalty: 762.287109 Iteration 12Q: 3 clusters Score -138744.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -138927.312500 Penalty: 762.287109 Iteration 13Q: 3 clusters Score -138927.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -139107.187500 Penalty: 762.287109 Iteration 14Q: 3 clusters Score -139107.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -139194.140625 Penalty: 762.287109 Iteration 15Q: 3 clusters Score -139194.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -139234.125000 Penalty: 762.287109 Iteration 16Q: 3 clusters Score -139234.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -139248.640625 Penalty: 762.287109 Iteration 17Q: 3 clusters Score -139248.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -139254.218750 Penalty: 762.287109 Iteration 18Q: 3 clusters Score -139254.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -139256.468750 Penalty: 762.287109 Iteration 19Q: 3 clusters Score -139256.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -139257.953125 Penalty: 762.287109 Iteration 20F: 3 clusters Score -139258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -139258.531250 Penalty: 762.287109 Iteration 21Q: 3 clusters Score -139258.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -139258.421875 Penalty: 762.287109 Iteration 22Q: 3 clusters Score -139258.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -139258.453125 Penalty: 762.287109 Iteration 23Q: 3 clusters Score -139258.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -139259.187500 Penalty: 762.287109 Iteration 24Q: 3 clusters Score -139259.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -139259.375000 Penalty: 762.287109 Iteration 25Q: 3 clusters Score -139259.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -139259.656250 Penalty: 762.287109 Iteration 26Q: 3 clusters Score -139259.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -139260.531250 Penalty: 762.287109 Iteration 27Q: 3 clusters Score -139260.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -139261.000000 Penalty: 762.287109 Iteration 28Q: 3 clusters Score -139261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -139261.281250 Penalty: 762.287109 Iteration 29Q: 3 clusters Score -139261.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -139262.375000 Penalty: 762.287109 Iteration 30Q: 3 clusters Score -139262.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -139262.500000 Penalty: 762.287109 Iteration 31Q: 3 clusters Score -139262.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -139262.968750 Penalty: 762.287109 Iteration 32Q: 3 clusters Score -139263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -139263.531250 Penalty: 762.287109 Iteration 33Q: 3 clusters Score -139263.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -139264.609375 Penalty: 762.287109 Iteration 34Q: 3 clusters Score -139264.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -139264.671875 Penalty: 762.287109 Iteration 35Q: 3 clusters Score -139264.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -139265.187500 Penalty: 762.287109 Iteration 36Q: 3 clusters Score -139265.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -139265.031250 Penalty: 762.287109 Iteration 37Q: 3 clusters Score -139265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -139265.218750 Penalty: 762.287109 Iteration 38Q: 3 clusters Score -139265.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -139265.656250 Penalty: 762.287109 Iteration 39Q: 3 clusters Score -139265.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -139265.656250 Penalty: 762.287109 Iteration 40F: 3 clusters Score -139265.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 4391 members Mstep: Class 6 contains 13509 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7573 members Mstep: Class 9 contains 422 members Mstep: Class 10 contains 16330 members Mstep: Class 11 contains 2459 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 2473 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 9066 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 3520 members Mstep: Class 21 contains 4375 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 2507 members Mstep: Class 24 contains 5903 members Mstep: Class 25 contains 1598 members Mstep: Class 26 contains 1838 members Entering Unmasked Estep Score: -2647413.750000 Penalty: 13541.547852 Splitting cluster 23 changes total score from -2643798.000000 to -2647413.750000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 24 (5903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Entering Unmasked Estep Score: -187603.750000 Penalty: 395.086334 Iteration 0F: 2 clusters Score -187603.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -183666.390625 Penalty: 790.172668 Iteration 0F: 3 clusters Score -183666.4 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -185144.609375 Penalty: 790.172668 Iteration 1F: 3 clusters Score -185144.6 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -185388.296875 Penalty: 790.172668 Iteration 2F: 3 clusters Score -185388.3 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -185711.656250 Penalty: 790.172668 Iteration 3F: 3 clusters Score -185711.7 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -186071.703125 Penalty: 790.172668 Iteration 4F: 3 clusters Score -186071.7 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -186471.312500 Penalty: 790.172668 Iteration 5F: 3 clusters Score -186471.3 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -186796.531250 Penalty: 790.172668 Iteration 6F: 3 clusters Score -186796.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -187010.484375 Penalty: 790.172668 Iteration 7Q: 3 clusters Score -187010.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -187143.546875 Penalty: 790.172668 Iteration 8Q: 3 clusters Score -187143.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -187214.687500 Penalty: 790.172668 Iteration 9Q: 3 clusters Score -187214.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -187266.765625 Penalty: 790.172668 Iteration 10Q: 3 clusters Score -187266.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -187310.265625 Penalty: 790.172668 Iteration 11Q: 3 clusters Score -187310.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -187344.703125 Penalty: 790.172668 Iteration 12Q: 3 clusters Score -187344.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -187375.281250 Penalty: 790.172668 Iteration 13Q: 3 clusters Score -187375.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -187405.375000 Penalty: 790.172668 Iteration 14Q: 3 clusters Score -187405.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -187435.703125 Penalty: 790.172668 Iteration 15Q: 3 clusters Score -187435.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -187480.265625 Penalty: 790.172668 Iteration 16Q: 3 clusters Score -187480.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -187544.312500 Penalty: 790.172668 Iteration 17Q: 3 clusters Score -187544.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -187642.000000 Penalty: 790.172668 Iteration 18Q: 3 clusters Score -187642 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -187705.812500 Penalty: 790.172668 Iteration 19Q: 3 clusters Score -187705.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -187740.359375 Penalty: 790.172668 Iteration 20F: 3 clusters Score -187740.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -187758.281250 Penalty: 790.172668 Iteration 21Q: 3 clusters Score -187758.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -187767.593750 Penalty: 790.172668 Iteration 22Q: 3 clusters Score -187767.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -187773.500000 Penalty: 790.172668 Iteration 23Q: 3 clusters Score -187773.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -187780.234375 Penalty: 790.172668 Iteration 24Q: 3 clusters Score -187780.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -187783.062500 Penalty: 790.172668 Iteration 25Q: 3 clusters Score -187783.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -187784.718750 Penalty: 790.172668 Iteration 26Q: 3 clusters Score -187784.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -187787.093750 Penalty: 790.172668 Iteration 27Q: 3 clusters Score -187787.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -187787.968750 Penalty: 790.172668 Iteration 28Q: 3 clusters Score -187788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -187788.703125 Penalty: 790.172668 Iteration 29Q: 3 clusters Score -187788.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -187788.703125 Penalty: 790.172668 Iteration 30Q: 3 clusters Score -187788.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -187788.703125 Penalty: 790.172668 Iteration 31F: 3 clusters Score -187788.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 4391 members Mstep: Class 6 contains 13509 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7573 members Mstep: Class 9 contains 422 members Mstep: Class 10 contains 16330 members Mstep: Class 11 contains 2459 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 2473 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 9066 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 3520 members Mstep: Class 21 contains 4375 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 2507 members Mstep: Class 24 contains 5275 members Mstep: Class 25 contains 1598 members Mstep: Class 26 contains 1838 members Mstep: Class 27 contains 628 members Entering Unmasked Estep Score: -2647468.750000 Penalty: 14062.376953 Splitting cluster 24 changes total score from -2643798.000000 to -2647468.750000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 1301 members Mstep: Class 5 contains 4391 members Mstep: Class 6 contains 13509 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7573 members Mstep: Class 9 contains 422 members Mstep: Class 10 contains 16330 members Mstep: Class 11 contains 2459 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 2473 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 9066 members Mstep: Class 18 contains 752 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 3520 members Mstep: Class 21 contains 4375 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 2507 members Mstep: Class 24 contains 5275 members Entering Unmasked Estep ConsiderDeletion Score: -2648009.500000 Penalty: 14062.376953 Iteration 79Q: 28 clusters Score -2648010 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 3135 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1292 members Mstep: Class 5 contains 4394 members Mstep: Class 6 contains 13563 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 7776 members Mstep: Class 9 contains 418 members Mstep: Class 10 contains 16355 members Mstep: Class 11 contains 2487 members Mstep: Class 12 contains 1291 members Mstep: Class 13 contains 2454 members Mstep: Class 14 contains 638 members Mstep: Class 15 contains 1695 members Mstep: Class 16 contains 2463 members Mstep: Class 17 contains 9123 members Mstep: Class 18 contains 751 members Mstep: Class 19 contains 1093 members Mstep: Class 20 contains 3514 members Mstep: Class 21 contains 4560 members Mstep: Class 22 contains 1565 members Mstep: Class 23 contains 2480 members Mstep: Class 24 contains 5275 members Mstep: Class 25 contains 1407 members Mstep: Class 26 contains 1711 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -2648709.000000 Penalty: 14062.376953 Iteration 80F: 28 clusters Score -2648709 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1371 members Mstep: Class 5 contains 4394 members Mstep: Class 6 contains 13496 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 7935 members Mstep: Class 9 contains 351 members Mstep: Class 10 contains 16276 members Mstep: Class 11 contains 2453 members Mstep: Class 12 contains 1291 members Mstep: Class 13 contains 2435 members Mstep: Class 14 contains 624 members Mstep: Class 15 contains 1634 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 9118 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 1095 members Mstep: Class 20 contains 3474 members Mstep: Class 21 contains 4673 members Mstep: Class 22 contains 1450 members Mstep: Class 23 contains 2476 members Mstep: Class 24 contains 5262 members Mstep: Class 25 contains 1429 members Mstep: Class 26 contains 1839 members Mstep: Class 27 contains 629 members Entering Unmasked Estep ConsiderDeletion Score: -2649217.250000 Penalty: 14062.376953 Iteration 81Q: 28 clusters Score -2649217 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1450 members Mstep: Class 5 contains 4394 members Mstep: Class 6 contains 13435 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 8070 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 16180 members Mstep: Class 11 contains 2430 members Mstep: Class 12 contains 1291 members Mstep: Class 13 contains 2423 members Mstep: Class 14 contains 607 members Mstep: Class 15 contains 1575 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 9099 members Mstep: Class 18 contains 745 members Mstep: Class 19 contains 1099 members Mstep: Class 20 contains 3438 members Mstep: Class 21 contains 4738 members Mstep: Class 22 contains 1384 members Mstep: Class 23 contains 2475 members Mstep: Class 24 contains 5263 members Mstep: Class 25 contains 1435 members Mstep: Class 26 contains 1960 members Mstep: Class 27 contains 637 members Entering Unmasked Estep ConsiderDeletion Score: -2649519.750000 Penalty: 14062.376953 Iteration 82Q: 28 clusters Score -2649520 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3123 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 1533 members Mstep: Class 5 contains 4389 members Mstep: Class 6 contains 13384 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 8209 members Mstep: Class 9 contains 285 members Mstep: Class 10 contains 16096 members Mstep: Class 11 contains 2412 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 2414 members Mstep: Class 14 contains 590 members Mstep: Class 15 contains 1497 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 9080 members Mstep: Class 18 contains 741 members Mstep: Class 19 contains 1103 members Mstep: Class 20 contains 3412 members Mstep: Class 21 contains 4772 members Mstep: Class 22 contains 1343 members Mstep: Class 23 contains 2473 members Mstep: Class 24 contains 5266 members Mstep: Class 25 contains 1448 members Mstep: Class 26 contains 2067 members Mstep: Class 27 contains 641 members Entering Unmasked Estep ConsiderDeletion Score: -2649849.750000 Penalty: 14062.376953 Iteration 83Q: 28 clusters Score -2649850 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3121 members Mstep: Class 3 contains 1435 members Mstep: Class 4 contains 1628 members Mstep: Class 5 contains 4386 members Mstep: Class 6 contains 13326 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8351 members Mstep: Class 9 contains 252 members Mstep: Class 10 contains 15981 members Mstep: Class 11 contains 2396 members Mstep: Class 12 contains 1285 members Mstep: Class 13 contains 2407 members Mstep: Class 14 contains 571 members Mstep: Class 15 contains 1431 members Mstep: Class 16 contains 2475 members Mstep: Class 17 contains 9074 members Mstep: Class 18 contains 738 members Mstep: Class 19 contains 1109 members Mstep: Class 20 contains 3382 members Mstep: Class 21 contains 4791 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 2476 members Mstep: Class 24 contains 5265 members Mstep: Class 25 contains 1460 members Mstep: Class 26 contains 2161 members Mstep: Class 27 contains 642 members Entering Unmasked Estep ConsiderDeletion Score: -2650164.000000 Penalty: 14062.376953 Iteration 84Q: 28 clusters Score -2650164 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 4386 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8466 members Mstep: Class 9 contains 234 members Mstep: Class 10 contains 15894 members Mstep: Class 11 contains 2381 members Mstep: Class 12 contains 1284 members Mstep: Class 13 contains 2396 members Mstep: Class 14 contains 550 members Mstep: Class 15 contains 1373 members Mstep: Class 16 contains 2476 members Mstep: Class 17 contains 9064 members Mstep: Class 18 contains 735 members Mstep: Class 19 contains 1112 members Mstep: Class 20 contains 3354 members Mstep: Class 21 contains 4795 members Mstep: Class 22 contains 1313 members Mstep: Class 23 contains 2478 members Mstep: Class 24 contains 5266 members Mstep: Class 25 contains 1478 members Mstep: Class 26 contains 2266 members Mstep: Class 27 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -2650410.500000 Penalty: 14062.376953 Iteration 85Q: 28 clusters Score -2650410 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 1730 members Mstep: Class 5 contains 4386 members Mstep: Class 6 contains 13217 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8566 members Mstep: Class 9 contains 216 members Mstep: Class 10 contains 15830 members Mstep: Class 11 contains 2377 members Mstep: Class 12 contains 1280 members Mstep: Class 13 contains 2393 members Mstep: Class 14 contains 534 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 2474 members Mstep: Class 17 contains 9058 members Mstep: Class 18 contains 734 members Mstep: Class 19 contains 1115 members Mstep: Class 20 contains 3333 members Mstep: Class 21 contains 4801 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 2481 members Mstep: Class 24 contains 5266 members Mstep: Class 25 contains 1483 members Mstep: Class 26 contains 2346 members Mstep: Class 27 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -2650569.750000 Penalty: 14062.376953 Iteration 86Q: 28 clusters Score -2650570 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 1740 members Mstep: Class 5 contains 4388 members Mstep: Class 6 contains 13165 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8649 members Mstep: Class 9 contains 203 members Mstep: Class 10 contains 15793 members Mstep: Class 11 contains 2368 members Mstep: Class 12 contains 1277 members Mstep: Class 13 contains 2390 members Mstep: Class 14 contains 518 members Mstep: Class 15 contains 1302 members Mstep: Class 16 contains 2473 members Mstep: Class 17 contains 9036 members Mstep: Class 18 contains 731 members Mstep: Class 19 contains 1114 members Mstep: Class 20 contains 3319 members Mstep: Class 21 contains 4806 members Mstep: Class 22 contains 1309 members Mstep: Class 23 contains 2485 members Mstep: Class 24 contains 5266 members Mstep: Class 25 contains 1489 members Mstep: Class 26 contains 2429 members Mstep: Class 27 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -2650699.250000 Penalty: 14062.376953 Iteration 87Q: 28 clusters Score -2650699 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1435 members Mstep: Class 4 contains 1739 members Mstep: Class 5 contains 4390 members Mstep: Class 6 contains 13116 members Mstep: Class 7 contains 1736 members Mstep: Class 8 contains 8715 members Mstep: Class 9 contains 189 members Mstep: Class 10 contains 15765 members Mstep: Class 11 contains 2357 members Mstep: Class 12 contains 1275 members Mstep: Class 13 contains 2387 members Mstep: Class 14 contains 511 members Mstep: Class 15 contains 1285 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 9020 members Mstep: Class 18 contains 728 members Mstep: Class 19 contains 1119 members Mstep: Class 20 contains 3308 members Mstep: Class 21 contains 4815 members Mstep: Class 22 contains 1303 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5262 members Mstep: Class 25 contains 1497 members Mstep: Class 26 contains 2508 members Mstep: Class 27 contains 644 members Entering Unmasked Estep ConsiderDeletion Score: -2650816.250000 Penalty: 14062.376953 Iteration 88Q: 28 clusters Score -2650816 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3126 members Mstep: Class 3 contains 1436 members Mstep: Class 4 contains 1728 members Mstep: Class 5 contains 4391 members Mstep: Class 6 contains 13065 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8766 members Mstep: Class 9 contains 182 members Mstep: Class 10 contains 15739 members Mstep: Class 11 contains 2349 members Mstep: Class 12 contains 1271 members Mstep: Class 13 contains 2387 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 1294 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 9004 members Mstep: Class 18 contains 728 members Mstep: Class 19 contains 1121 members Mstep: Class 20 contains 3301 members Mstep: Class 21 contains 4818 members Mstep: Class 22 contains 1301 members Mstep: Class 23 contains 2489 members Mstep: Class 24 contains 5258 members Mstep: Class 25 contains 1502 members Mstep: Class 26 contains 2573 members Mstep: Class 27 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -2650888.250000 Penalty: 14062.376953 Iteration 89Q: 28 clusters Score -2650888 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1436 members Mstep: Class 4 contains 1715 members Mstep: Class 5 contains 4395 members Mstep: Class 6 contains 13028 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8805 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15727 members Mstep: Class 11 contains 2347 members Mstep: Class 12 contains 1267 members Mstep: Class 13 contains 2387 members Mstep: Class 14 contains 490 members Mstep: Class 15 contains 1292 members Mstep: Class 16 contains 2468 members Mstep: Class 17 contains 8990 members Mstep: Class 18 contains 728 members Mstep: Class 19 contains 1122 members Mstep: Class 20 contains 3297 members Mstep: Class 21 contains 4819 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 2490 members Mstep: Class 24 contains 5254 members Mstep: Class 25 contains 1509 members Mstep: Class 26 contains 2630 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2650924.000000 Penalty: 14062.376953 Iteration 90Q: 28 clusters Score -2650924 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3126 members Mstep: Class 3 contains 1434 members Mstep: Class 4 contains 1701 members Mstep: Class 5 contains 4396 members Mstep: Class 6 contains 13000 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8838 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15727 members Mstep: Class 11 contains 2339 members Mstep: Class 12 contains 1265 members Mstep: Class 13 contains 2382 members Mstep: Class 14 contains 485 members Mstep: Class 15 contains 1280 members Mstep: Class 16 contains 2473 members Mstep: Class 17 contains 8974 members Mstep: Class 18 contains 725 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 4820 members Mstep: Class 22 contains 1301 members Mstep: Class 23 contains 2490 members Mstep: Class 24 contains 5251 members Mstep: Class 25 contains 1509 members Mstep: Class 26 contains 2685 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2650967.000000 Penalty: 14062.376953 Iteration 91Q: 28 clusters Score -2650967 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3126 members Mstep: Class 3 contains 1433 members Mstep: Class 4 contains 1689 members Mstep: Class 5 contains 4396 members Mstep: Class 6 contains 12979 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8870 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15726 members Mstep: Class 11 contains 2332 members Mstep: Class 12 contains 1261 members Mstep: Class 13 contains 2377 members Mstep: Class 14 contains 480 members Mstep: Class 15 contains 1275 members Mstep: Class 16 contains 2473 members Mstep: Class 17 contains 8959 members Mstep: Class 18 contains 724 members Mstep: Class 19 contains 1126 members Mstep: Class 20 contains 3298 members Mstep: Class 21 contains 4821 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5244 members Mstep: Class 25 contains 1510 members Mstep: Class 26 contains 2734 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651007.250000 Penalty: 14062.376953 Iteration 92Q: 28 clusters Score -2651007 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 1680 members Mstep: Class 5 contains 4397 members Mstep: Class 6 contains 12960 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 8895 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15730 members Mstep: Class 11 contains 2334 members Mstep: Class 12 contains 1258 members Mstep: Class 13 contains 2379 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 1261 members Mstep: Class 16 contains 2468 members Mstep: Class 17 contains 8939 members Mstep: Class 18 contains 724 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 3297 members Mstep: Class 21 contains 4828 members Mstep: Class 22 contains 1293 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5240 members Mstep: Class 25 contains 1513 members Mstep: Class 26 contains 2780 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651036.500000 Penalty: 14062.376953 Iteration 93Q: 28 clusters Score -2651036 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3120 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1672 members Mstep: Class 5 contains 4397 members Mstep: Class 6 contains 12946 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8913 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15729 members Mstep: Class 11 contains 2326 members Mstep: Class 12 contains 1259 members Mstep: Class 13 contains 2375 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 1261 members Mstep: Class 16 contains 2463 members Mstep: Class 17 contains 8921 members Mstep: Class 18 contains 724 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 4832 members Mstep: Class 22 contains 1290 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5241 members Mstep: Class 25 contains 1515 members Mstep: Class 26 contains 2824 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651057.250000 Penalty: 14062.376953 Iteration 94Q: 28 clusters Score -2651057 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3120 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1665 members Mstep: Class 5 contains 4397 members Mstep: Class 6 contains 12936 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8932 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15727 members Mstep: Class 11 contains 2324 members Mstep: Class 12 contains 1260 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 1253 members Mstep: Class 16 contains 2457 members Mstep: Class 17 contains 8910 members Mstep: Class 18 contains 724 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 3296 members Mstep: Class 21 contains 4833 members Mstep: Class 22 contains 1289 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5239 members Mstep: Class 25 contains 1515 members Mstep: Class 26 contains 2853 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651056.250000 Penalty: 14062.376953 Iteration 95Q: 28 clusters Score -2651056 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3120 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1662 members Mstep: Class 5 contains 4394 members Mstep: Class 6 contains 12928 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8945 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15723 members Mstep: Class 11 contains 2322 members Mstep: Class 12 contains 1260 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 2456 members Mstep: Class 17 contains 8900 members Mstep: Class 18 contains 723 members Mstep: Class 19 contains 1127 members Mstep: Class 20 contains 3295 members Mstep: Class 21 contains 4835 members Mstep: Class 22 contains 1287 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5238 members Mstep: Class 25 contains 1516 members Mstep: Class 26 contains 2878 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651076.250000 Penalty: 14062.376953 Iteration 96Q: 28 clusters Score -2651076 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3121 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1659 members Mstep: Class 5 contains 4396 members Mstep: Class 6 contains 12923 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8944 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15720 members Mstep: Class 11 contains 2319 members Mstep: Class 12 contains 1260 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 1246 members Mstep: Class 16 contains 2456 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 723 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 3294 members Mstep: Class 21 contains 4837 members Mstep: Class 22 contains 1285 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5239 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2893 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651075.750000 Penalty: 14062.376953 Iteration 97Q: 28 clusters Score -2651076 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 3123 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1659 members Mstep: Class 5 contains 4398 members Mstep: Class 6 contains 12921 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8950 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15716 members Mstep: Class 11 contains 2314 members Mstep: Class 12 contains 1258 members Mstep: Class 13 contains 2372 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 1247 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 8892 members Mstep: Class 18 contains 722 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3294 members Mstep: Class 21 contains 4838 members Mstep: Class 22 contains 1285 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5237 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2903 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651080.500000 Penalty: 14062.376953 Iteration 98Q: 28 clusters Score -2651080 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1431 members Mstep: Class 4 contains 1658 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12917 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8958 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15714 members Mstep: Class 11 contains 2313 members Mstep: Class 12 contains 1256 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1244 members Mstep: Class 16 contains 2455 members Mstep: Class 17 contains 8887 members Mstep: Class 18 contains 721 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3293 members Mstep: Class 21 contains 4840 members Mstep: Class 22 contains 1284 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5236 members Mstep: Class 25 contains 1516 members Mstep: Class 26 contains 2912 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651090.750000 Penalty: 14062.376953 Iteration 99Q: 28 clusters Score -2651091 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1432 members Mstep: Class 4 contains 1658 members Mstep: Class 5 contains 4401 members Mstep: Class 6 contains 12912 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8964 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 15715 members Mstep: Class 11 contains 2311 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1238 members Mstep: Class 16 contains 2456 members Mstep: Class 17 contains 8883 members Mstep: Class 18 contains 718 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3291 members Mstep: Class 21 contains 4844 members Mstep: Class 22 contains 1281 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2922 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651120.750000 Penalty: 14062.376953 Iteration 100F: 28 clusters Score -2651121 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1660 members Mstep: Class 5 contains 4399 members Mstep: Class 6 contains 12911 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8966 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15711 members Mstep: Class 11 contains 2305 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 2375 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1254 members Mstep: Class 16 contains 2447 members Mstep: Class 17 contains 8880 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3291 members Mstep: Class 21 contains 4846 members Mstep: Class 22 contains 1279 members Mstep: Class 23 contains 2486 members Mstep: Class 24 contains 5234 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2931 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651122.250000 Penalty: 14062.376953 Iteration 101Q: 28 clusters Score -2651122 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12909 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8972 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15712 members Mstep: Class 11 contains 2297 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 2375 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1262 members Mstep: Class 16 contains 2447 members Mstep: Class 17 contains 8878 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3291 members Mstep: Class 21 contains 4847 members Mstep: Class 22 contains 1278 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5228 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2936 members Mstep: Class 27 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -2651125.000000 Penalty: 14062.376953 Iteration 102Q: 28 clusters Score -2651125 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3122 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12908 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8975 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15712 members Mstep: Class 11 contains 2296 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1269 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 8878 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4848 members Mstep: Class 22 contains 1277 members Mstep: Class 23 contains 2486 members Mstep: Class 24 contains 5224 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2941 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651132.500000 Penalty: 14062.376953 Iteration 103Q: 28 clusters Score -2651132 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3123 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1654 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12905 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8985 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15711 members Mstep: Class 11 contains 2293 members Mstep: Class 12 contains 1254 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1270 members Mstep: Class 16 contains 2442 members Mstep: Class 17 contains 8878 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4850 members Mstep: Class 22 contains 1275 members Mstep: Class 23 contains 2486 members Mstep: Class 24 contains 5218 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2945 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651140.500000 Penalty: 14062.376953 Iteration 104Q: 28 clusters Score -2651140 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3124 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1650 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12903 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8986 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15706 members Mstep: Class 11 contains 2294 members Mstep: Class 12 contains 1252 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1277 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 8879 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2486 members Mstep: Class 24 contains 5217 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2948 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651137.000000 Penalty: 14062.376953 Iteration 105Q: 28 clusters Score -2651137 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1647 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8994 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15705 members Mstep: Class 11 contains 2292 members Mstep: Class 12 contains 1250 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1275 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 8877 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2487 members Mstep: Class 24 contains 5218 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651141.250000 Penalty: 14062.376953 Iteration 106Q: 28 clusters Score -2651141 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1635 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9003 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15707 members Mstep: Class 11 contains 2291 members Mstep: Class 12 contains 1249 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1277 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 8876 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5217 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651152.500000 Penalty: 14062.376953 Iteration 107Q: 28 clusters Score -2651152 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1628 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9010 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15708 members Mstep: Class 11 contains 2290 members Mstep: Class 12 contains 1249 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1277 members Mstep: Class 16 contains 2445 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5215 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651161.250000 Penalty: 14062.376953 Iteration 108Q: 28 clusters Score -2651161 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3125 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1617 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9016 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15712 members Mstep: Class 11 contains 2294 members Mstep: Class 12 contains 1248 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1273 members Mstep: Class 16 contains 2446 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5217 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651167.750000 Penalty: 14062.376953 Iteration 109Q: 28 clusters Score -2651168 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3126 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1608 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9018 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15719 members Mstep: Class 11 contains 2291 members Mstep: Class 12 contains 1247 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1279 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5217 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651171.000000 Penalty: 14062.376953 Iteration 110Q: 28 clusters Score -2651171 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1600 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9020 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15729 members Mstep: Class 11 contains 2290 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1273 members Mstep: Class 16 contains 2445 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5217 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651179.750000 Penalty: 14062.376953 Iteration 111Q: 28 clusters Score -2651180 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1592 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9022 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15735 members Mstep: Class 11 contains 2287 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 1270 members Mstep: Class 16 contains 2448 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 716 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5218 members Mstep: Class 25 contains 1519 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651184.000000 Penalty: 14062.376953 Iteration 112Q: 28 clusters Score -2651184 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1589 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9030 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15735 members Mstep: Class 11 contains 2284 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 1268 members Mstep: Class 16 contains 2447 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 715 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5220 members Mstep: Class 25 contains 1519 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651184.250000 Penalty: 14062.376953 Iteration 113Q: 28 clusters Score -2651184 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1585 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9035 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2284 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 1262 members Mstep: Class 16 contains 2447 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 714 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5225 members Mstep: Class 25 contains 1519 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651186.000000 Penalty: 14062.376953 Iteration 114Q: 28 clusters Score -2651186 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1582 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9040 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15735 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 1259 members Mstep: Class 16 contains 2448 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 713 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5229 members Mstep: Class 25 contains 1519 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -2651188.250000 Penalty: 14062.376953 Iteration 115Q: 28 clusters Score -2651188 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1581 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9042 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15733 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 1259 members Mstep: Class 16 contains 2448 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 712 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1273 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1519 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -2651192.750000 Penalty: 14062.376953 Iteration 116Q: 28 clusters Score -2651193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1578 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9043 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 1260 members Mstep: Class 16 contains 2447 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 710 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -2651193.500000 Penalty: 14062.376953 Iteration 117Q: 28 clusters Score -2651194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1572 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9045 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15737 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2446 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 709 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5233 members Mstep: Class 25 contains 1518 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 655 members Entering Unmasked Estep ConsiderDeletion Score: -2651193.750000 Penalty: 14062.376953 Iteration 118Q: 28 clusters Score -2651194 nChanged 14 Entering ConstructFrom: Score: -2651193.750000 Penalty: 14062.376953 Entering ConstructFrom: Trying to split cluster 1 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -12179.319336 Penalty: 274.286652 Iteration 0F: 2 clusters Score -12179.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -11737.260742 Penalty: 548.573303 Iteration 0F: 3 clusters Score -11737.26 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -11862.163086 Penalty: 548.573303 Iteration 1F: 3 clusters Score -11862.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11880.753906 Penalty: 548.573303 Iteration 2F: 3 clusters Score -11880.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11893.356445 Penalty: 548.573303 Iteration 3Q: 3 clusters Score -11893.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -11906.501953 Penalty: 548.573303 Iteration 4Q: 3 clusters Score -11906.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -11914.376953 Penalty: 548.573303 Iteration 5Q: 3 clusters Score -11914.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11916.408203 Penalty: 548.573303 Iteration 6Q: 3 clusters Score -11916.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -11916.649414 Penalty: 548.573303 Iteration 7Q: 3 clusters Score -11916.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -11916.649414 Penalty: 548.573303 Iteration 8F: 3 clusters Score -11916.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Entering Unmasked Estep Score: -101227.773438 Penalty: 366.205322 Iteration 0F: 2 clusters Score -101227.8 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 1566 members Entering Unmasked Estep Score: -99060.343750 Penalty: 732.410645 Iteration 0F: 3 clusters Score -99060.34 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -99811.843750 Penalty: 732.410645 Iteration 1F: 3 clusters Score -99811.84 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -99944.484375 Penalty: 732.410645 Iteration 2F: 3 clusters Score -99944.48 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -100078.414062 Penalty: 732.410645 Iteration 3F: 3 clusters Score -100078.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -100217.492188 Penalty: 732.410645 Iteration 4F: 3 clusters Score -100217.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -100340.171875 Penalty: 732.410645 Iteration 5F: 3 clusters Score -100340.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -100430.656250 Penalty: 732.410645 Iteration 6Q: 3 clusters Score -100430.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -100486.562500 Penalty: 732.410645 Iteration 7Q: 3 clusters Score -100486.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -100519.062500 Penalty: 732.410645 Iteration 8Q: 3 clusters Score -100519.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -100539.000000 Penalty: 732.410645 Iteration 9Q: 3 clusters Score -100539 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -100552.593750 Penalty: 732.410645 Iteration 10Q: 3 clusters Score -100552.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -100561.382812 Penalty: 732.410645 Iteration 11Q: 3 clusters Score -100561.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -100567.937500 Penalty: 732.410645 Iteration 12Q: 3 clusters Score -100567.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -100573.812500 Penalty: 732.410645 Iteration 13Q: 3 clusters Score -100573.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -100579.132812 Penalty: 732.410645 Iteration 14Q: 3 clusters Score -100579.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -100582.117188 Penalty: 732.410645 Iteration 15Q: 3 clusters Score -100582.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -100584.765625 Penalty: 732.410645 Iteration 16Q: 3 clusters Score -100584.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -100588.406250 Penalty: 732.410645 Iteration 17Q: 3 clusters Score -100588.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -100591.750000 Penalty: 732.410645 Iteration 18Q: 3 clusters Score -100591.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -100594.539062 Penalty: 732.410645 Iteration 19Q: 3 clusters Score -100594.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -100596.882812 Penalty: 732.410645 Iteration 20F: 3 clusters Score -100596.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -100598.148438 Penalty: 732.410645 Iteration 21Q: 3 clusters Score -100598.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -100599.171875 Penalty: 732.410645 Iteration 22Q: 3 clusters Score -100599.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -100600.320312 Penalty: 732.410645 Iteration 23Q: 3 clusters Score -100600.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -100600.773438 Penalty: 732.410645 Iteration 24Q: 3 clusters Score -100600.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -100601.687500 Penalty: 732.410645 Iteration 25Q: 3 clusters Score -100601.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -100602.734375 Penalty: 732.410645 Iteration 26Q: 3 clusters Score -100602.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -100605.125000 Penalty: 732.410645 Iteration 27Q: 3 clusters Score -100605.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -100608.023438 Penalty: 732.410645 Iteration 28Q: 3 clusters Score -100608 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -100609.882812 Penalty: 732.410645 Iteration 29Q: 3 clusters Score -100609.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -100611.000000 Penalty: 732.410645 Iteration 30Q: 3 clusters Score -100611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -100611.507812 Penalty: 732.410645 Iteration 31Q: 3 clusters Score -100611.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -100611.656250 Penalty: 732.410645 Iteration 32Q: 3 clusters Score -100611.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -100611.796875 Penalty: 732.410645 Iteration 33Q: 3 clusters Score -100611.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -100612.054688 Penalty: 732.410645 Iteration 34Q: 3 clusters Score -100612.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -100612.054688 Penalty: 732.410645 Iteration 35F: 3 clusters Score -100612.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Entering Unmasked Estep Score: -43712.101562 Penalty: 330.481506 Iteration 0F: 2 clusters Score -43712.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -42619.394531 Penalty: 660.963013 Iteration 0F: 3 clusters Score -42619.39 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -42967.406250 Penalty: 660.963013 Iteration 1F: 3 clusters Score -42967.41 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -43040.390625 Penalty: 660.963013 Iteration 2F: 3 clusters Score -43040.39 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -43101.824219 Penalty: 660.963013 Iteration 3F: 3 clusters Score -43101.82 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -43142.937500 Penalty: 660.963013 Iteration 4F: 3 clusters Score -43142.94 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -43189.062500 Penalty: 660.963013 Iteration 5Q: 3 clusters Score -43189.06 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -43234.421875 Penalty: 660.963013 Iteration 6Q: 3 clusters Score -43234.42 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -43285.972656 Penalty: 660.963013 Iteration 7Q: 3 clusters Score -43285.97 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -43335.304688 Penalty: 660.963013 Iteration 8Q: 3 clusters Score -43335.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -43360.144531 Penalty: 660.963013 Iteration 9Q: 3 clusters Score -43360.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -43381.949219 Penalty: 660.963013 Iteration 10Q: 3 clusters Score -43381.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -43390.058594 Penalty: 660.963013 Iteration 11Q: 3 clusters Score -43390.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -43396.546875 Penalty: 660.963013 Iteration 12Q: 3 clusters Score -43396.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -43400.976562 Penalty: 660.963013 Iteration 13Q: 3 clusters Score -43400.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -43408.992188 Penalty: 660.963013 Iteration 14Q: 3 clusters Score -43408.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -43415.582031 Penalty: 660.963013 Iteration 15Q: 3 clusters Score -43415.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -43421.867188 Penalty: 660.963013 Iteration 16Q: 3 clusters Score -43421.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -43424.339844 Penalty: 660.963013 Iteration 17Q: 3 clusters Score -43424.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -43427.355469 Penalty: 660.963013 Iteration 18Q: 3 clusters Score -43427.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -43430.394531 Penalty: 660.963013 Iteration 19Q: 3 clusters Score -43430.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -43431.367188 Penalty: 660.963013 Iteration 20F: 3 clusters Score -43431.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -43431.699219 Penalty: 660.963013 Iteration 21Q: 3 clusters Score -43431.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -43431.699219 Penalty: 660.963013 Iteration 22F: 3 clusters Score -43431.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Entering Unmasked Estep Score: -47900.187500 Penalty: 334.826813 Iteration 0F: 2 clusters Score -47900.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -46733.312500 Penalty: 669.653625 Iteration 0F: 3 clusters Score -46733.31 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -47094.085938 Penalty: 669.653625 Iteration 1F: 3 clusters Score -47094.09 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -47152.316406 Penalty: 669.653625 Iteration 2F: 3 clusters Score -47152.32 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -47224.316406 Penalty: 669.653625 Iteration 3F: 3 clusters Score -47224.32 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -47285.160156 Penalty: 669.653625 Iteration 4Q: 3 clusters Score -47285.16 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -47341.503906 Penalty: 669.653625 Iteration 5Q: 3 clusters Score -47341.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -47378.824219 Penalty: 669.653625 Iteration 6Q: 3 clusters Score -47378.82 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -47407.289062 Penalty: 669.653625 Iteration 7Q: 3 clusters Score -47407.29 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -47432.671875 Penalty: 669.653625 Iteration 8Q: 3 clusters Score -47432.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -47450.382812 Penalty: 669.653625 Iteration 9Q: 3 clusters Score -47450.38 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -47464.941406 Penalty: 669.653625 Iteration 10Q: 3 clusters Score -47464.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -47473.394531 Penalty: 669.653625 Iteration 11Q: 3 clusters Score -47473.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -47478.792969 Penalty: 669.653625 Iteration 12Q: 3 clusters Score -47478.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -47484.101562 Penalty: 669.653625 Iteration 13Q: 3 clusters Score -47484.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -47490.105469 Penalty: 669.653625 Iteration 14Q: 3 clusters Score -47490.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -47498.722656 Penalty: 669.653625 Iteration 15Q: 3 clusters Score -47498.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -47505.730469 Penalty: 669.653625 Iteration 16Q: 3 clusters Score -47505.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -47513.351562 Penalty: 669.653625 Iteration 17Q: 3 clusters Score -47513.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -47521.800781 Penalty: 669.653625 Iteration 18Q: 3 clusters Score -47521.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -47527.511719 Penalty: 669.653625 Iteration 19Q: 3 clusters Score -47527.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -47532.957031 Penalty: 669.653625 Iteration 20F: 3 clusters Score -47532.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -47536.859375 Penalty: 669.653625 Iteration 21Q: 3 clusters Score -47536.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -47538.886719 Penalty: 669.653625 Iteration 22Q: 3 clusters Score -47538.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -47539.324219 Penalty: 669.653625 Iteration 23Q: 3 clusters Score -47539.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -47539.609375 Penalty: 669.653625 Iteration 24Q: 3 clusters Score -47539.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -47539.917969 Penalty: 669.653625 Iteration 25Q: 3 clusters Score -47539.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -47541.003906 Penalty: 669.653625 Iteration 26Q: 3 clusters Score -47541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -47542.531250 Penalty: 669.653625 Iteration 27Q: 3 clusters Score -47542.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -47543.242188 Penalty: 669.653625 Iteration 28Q: 3 clusters Score -47543.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -47544.035156 Penalty: 669.653625 Iteration 29Q: 3 clusters Score -47544.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47545.824219 Penalty: 669.653625 Iteration 30Q: 3 clusters Score -47545.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -47549.332031 Penalty: 669.653625 Iteration 31Q: 3 clusters Score -47549.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -47554.878906 Penalty: 669.653625 Iteration 32Q: 3 clusters Score -47554.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47558.398438 Penalty: 669.653625 Iteration 33Q: 3 clusters Score -47558.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -47559.687500 Penalty: 669.653625 Iteration 34Q: 3 clusters Score -47559.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -47561.546875 Penalty: 669.653625 Iteration 35Q: 3 clusters Score -47561.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -47562.500000 Penalty: 669.653625 Iteration 36Q: 3 clusters Score -47562.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -47564.066406 Penalty: 669.653625 Iteration 37Q: 3 clusters Score -47564.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -47564.886719 Penalty: 669.653625 Iteration 38Q: 3 clusters Score -47564.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -47565.828125 Penalty: 669.653625 Iteration 39Q: 3 clusters Score -47565.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -47567.511719 Penalty: 669.653625 Iteration 40F: 3 clusters Score -47567.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -47567.597656 Penalty: 669.653625 Iteration 41Q: 3 clusters Score -47567.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -47567.597656 Penalty: 669.653625 Iteration 42F: 3 clusters Score -47567.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Entering Unmasked Estep Score: -143644.093750 Penalty: 381.715851 Iteration 0F: 2 clusters Score -143644.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -140704.687500 Penalty: 763.431702 Iteration 0F: 3 clusters Score -140704.7 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -141880.687500 Penalty: 763.431702 Iteration 1F: 3 clusters Score -141880.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -142089.125000 Penalty: 763.431702 Iteration 2F: 3 clusters Score -142089.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -142290.781250 Penalty: 763.431702 Iteration 3F: 3 clusters Score -142290.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -142463.187500 Penalty: 763.431702 Iteration 4F: 3 clusters Score -142463.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -142625.859375 Penalty: 763.431702 Iteration 5F: 3 clusters Score -142625.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -142782.312500 Penalty: 763.431702 Iteration 6Q: 3 clusters Score -142782.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -142937.671875 Penalty: 763.431702 Iteration 7Q: 3 clusters Score -142937.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -143058.187500 Penalty: 763.431702 Iteration 8Q: 3 clusters Score -143058.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -143134.812500 Penalty: 763.431702 Iteration 9Q: 3 clusters Score -143134.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -143180.359375 Penalty: 763.431702 Iteration 10Q: 3 clusters Score -143180.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -143216.562500 Penalty: 763.431702 Iteration 11Q: 3 clusters Score -143216.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -143241.703125 Penalty: 763.431702 Iteration 12Q: 3 clusters Score -143241.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -143264.187500 Penalty: 763.431702 Iteration 13Q: 3 clusters Score -143264.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -143282.406250 Penalty: 763.431702 Iteration 14Q: 3 clusters Score -143282.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -143297.171875 Penalty: 763.431702 Iteration 15Q: 3 clusters Score -143297.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -143304.046875 Penalty: 763.431702 Iteration 16Q: 3 clusters Score -143304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -143311.109375 Penalty: 763.431702 Iteration 17Q: 3 clusters Score -143311.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -143317.734375 Penalty: 763.431702 Iteration 18Q: 3 clusters Score -143317.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -143321.375000 Penalty: 763.431702 Iteration 19Q: 3 clusters Score -143321.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -143323.546875 Penalty: 763.431702 Iteration 20F: 3 clusters Score -143323.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -143326.937500 Penalty: 763.431702 Iteration 21Q: 3 clusters Score -143326.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -143330.406250 Penalty: 763.431702 Iteration 22Q: 3 clusters Score -143330.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -143333.640625 Penalty: 763.431702 Iteration 23Q: 3 clusters Score -143333.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -143336.875000 Penalty: 763.431702 Iteration 24Q: 3 clusters Score -143336.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -143337.625000 Penalty: 763.431702 Iteration 25Q: 3 clusters Score -143337.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -143338.171875 Penalty: 763.431702 Iteration 26Q: 3 clusters Score -143338.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -143338.171875 Penalty: 763.431702 Iteration 27F: 3 clusters Score -143338.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12901 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12901 members Entering Unmasked Estep Score: -419251.812500 Penalty: 430.660248 Iteration 0F: 2 clusters Score -419251.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -410693.062500 Penalty: 861.320496 Iteration 0F: 3 clusters Score -410693.1 nChanged 6056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -414128.500000 Penalty: 861.320496 Iteration 1F: 3 clusters Score -414128.5 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -414397.093750 Penalty: 861.320496 Iteration 2Q: 3 clusters Score -414397.1 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -414786.468750 Penalty: 861.320496 Iteration 3F: 3 clusters Score -414786.5 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -415370.375000 Penalty: 861.320496 Iteration 4F: 3 clusters Score -415370.4 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -416172.718750 Penalty: 861.320496 Iteration 5F: 3 clusters Score -416172.7 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -417091.125000 Penalty: 861.320496 Iteration 6F: 3 clusters Score -417091.1 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -417856.468750 Penalty: 861.320496 Iteration 7F: 3 clusters Score -417856.5 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -418317.750000 Penalty: 861.320496 Iteration 8Q: 3 clusters Score -418317.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 12587 members Entering Unmasked Estep Score: -418603.906250 Penalty: 861.320496 Iteration 9Q: 3 clusters Score -418603.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -418745.437500 Penalty: 861.320496 Iteration 10Q: 3 clusters Score -418745.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -418809.468750 Penalty: 861.320496 Iteration 11Q: 3 clusters Score -418809.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -418832.218750 Penalty: 861.320496 Iteration 12Q: 3 clusters Score -418832.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -418844.937500 Penalty: 861.320496 Iteration 13Q: 3 clusters Score -418844.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -418850.468750 Penalty: 861.320496 Iteration 14Q: 3 clusters Score -418850.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -418852.000000 Penalty: 861.320496 Iteration 15Q: 3 clusters Score -418852 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -418852.000000 Penalty: 861.320496 Iteration 16F: 3 clusters Score -418852 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Entering Unmasked Estep Score: -53616.253906 Penalty: 339.478485 Iteration 0F: 2 clusters Score -53616.25 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 877 members Entering Unmasked Estep Score: -52357.597656 Penalty: 678.956970 Iteration 0F: 3 clusters Score -52357.6 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -52744.984375 Penalty: 678.956970 Iteration 1F: 3 clusters Score -52744.98 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -52797.902344 Penalty: 678.956970 Iteration 2F: 3 clusters Score -52797.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -52834.292969 Penalty: 678.956970 Iteration 3Q: 3 clusters Score -52834.29 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -52865.242188 Penalty: 678.956970 Iteration 4Q: 3 clusters Score -52865.24 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -52896.511719 Penalty: 678.956970 Iteration 5Q: 3 clusters Score -52896.51 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -52938.167969 Penalty: 678.956970 Iteration 6Q: 3 clusters Score -52938.17 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -52976.277344 Penalty: 678.956970 Iteration 7Q: 3 clusters Score -52976.28 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -53011.312500 Penalty: 678.956970 Iteration 8Q: 3 clusters Score -53011.31 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -53048.011719 Penalty: 678.956970 Iteration 9Q: 3 clusters Score -53048.01 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -53069.671875 Penalty: 678.956970 Iteration 10Q: 3 clusters Score -53069.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -53086.945312 Penalty: 678.956970 Iteration 11Q: 3 clusters Score -53086.95 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -53096.476562 Penalty: 678.956970 Iteration 12Q: 3 clusters Score -53096.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -53106.191406 Penalty: 678.956970 Iteration 13Q: 3 clusters Score -53106.19 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -53116.597656 Penalty: 678.956970 Iteration 14Q: 3 clusters Score -53116.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -53125.128906 Penalty: 678.956970 Iteration 15Q: 3 clusters Score -53125.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -53136.492188 Penalty: 678.956970 Iteration 16Q: 3 clusters Score -53136.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -53145.375000 Penalty: 678.956970 Iteration 17Q: 3 clusters Score -53145.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -53152.167969 Penalty: 678.956970 Iteration 18Q: 3 clusters Score -53152.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -53157.238281 Penalty: 678.956970 Iteration 19Q: 3 clusters Score -53157.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -53162.921875 Penalty: 678.956970 Iteration 20F: 3 clusters Score -53162.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -53170.347656 Penalty: 678.956970 Iteration 21Q: 3 clusters Score -53170.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -53175.527344 Penalty: 678.956970 Iteration 22Q: 3 clusters Score -53175.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -53179.976562 Penalty: 678.956970 Iteration 23Q: 3 clusters Score -53179.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -53184.953125 Penalty: 678.956970 Iteration 24Q: 3 clusters Score -53184.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -53189.253906 Penalty: 678.956970 Iteration 25Q: 3 clusters Score -53189.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -53192.597656 Penalty: 678.956970 Iteration 26Q: 3 clusters Score -53192.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -53197.273438 Penalty: 678.956970 Iteration 27Q: 3 clusters Score -53197.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -53199.257812 Penalty: 678.956970 Iteration 28Q: 3 clusters Score -53199.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -53199.628906 Penalty: 678.956970 Iteration 29Q: 3 clusters Score -53199.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -53199.660156 Penalty: 678.956970 Iteration 30Q: 3 clusters Score -53199.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -53199.660156 Penalty: 678.956970 Iteration 31F: 3 clusters Score -53199.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Entering Unmasked Estep Score: -272323.250000 Penalty: 414.533722 Iteration 0F: 2 clusters Score -272323.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -266332.156250 Penalty: 829.067444 Iteration 0F: 3 clusters Score -266332.2 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -268776.218750 Penalty: 829.067444 Iteration 1F: 3 clusters Score -268776.2 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -269033.406250 Penalty: 829.067444 Iteration 2F: 3 clusters Score -269033.4 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -269263.843750 Penalty: 829.067444 Iteration 3F: 3 clusters Score -269263.8 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -269477.250000 Penalty: 829.067444 Iteration 4F: 3 clusters Score -269477.2 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -269666.218750 Penalty: 829.067444 Iteration 5Q: 3 clusters Score -269666.2 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -269850.718750 Penalty: 829.067444 Iteration 6Q: 3 clusters Score -269850.7 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -270045.250000 Penalty: 829.067444 Iteration 7Q: 3 clusters Score -270045.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -270273.593750 Penalty: 829.067444 Iteration 8Q: 3 clusters Score -270273.6 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -270500.218750 Penalty: 829.067444 Iteration 9Q: 3 clusters Score -270500.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -270666.281250 Penalty: 829.067444 Iteration 10Q: 3 clusters Score -270666.3 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -270777.062500 Penalty: 829.067444 Iteration 11Q: 3 clusters Score -270777.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -270851.750000 Penalty: 829.067444 Iteration 12Q: 3 clusters Score -270851.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -270897.281250 Penalty: 829.067444 Iteration 13Q: 3 clusters Score -270897.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -270934.906250 Penalty: 829.067444 Iteration 14Q: 3 clusters Score -270934.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -270965.343750 Penalty: 829.067444 Iteration 15Q: 3 clusters Score -270965.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -271003.218750 Penalty: 829.067444 Iteration 16Q: 3 clusters Score -271003.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -271055.406250 Penalty: 829.067444 Iteration 17Q: 3 clusters Score -271055.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -271110.437500 Penalty: 829.067444 Iteration 18Q: 3 clusters Score -271110.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -271174.312500 Penalty: 829.067444 Iteration 19Q: 3 clusters Score -271174.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -271234.125000 Penalty: 829.067444 Iteration 20F: 3 clusters Score -271234.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -271309.500000 Penalty: 829.067444 Iteration 21Q: 3 clusters Score -271309.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -271397.562500 Penalty: 829.067444 Iteration 22Q: 3 clusters Score -271397.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -271468.406250 Penalty: 829.067444 Iteration 23Q: 3 clusters Score -271468.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -271543.718750 Penalty: 829.067444 Iteration 24Q: 3 clusters Score -271543.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -271613.281250 Penalty: 829.067444 Iteration 25Q: 3 clusters Score -271613.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -271694.093750 Penalty: 829.067444 Iteration 26Q: 3 clusters Score -271694.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -271773.875000 Penalty: 829.067444 Iteration 27Q: 3 clusters Score -271773.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -271832.437500 Penalty: 829.067444 Iteration 28Q: 3 clusters Score -271832.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -271876.781250 Penalty: 829.067444 Iteration 29Q: 3 clusters Score -271876.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -271903.562500 Penalty: 829.067444 Iteration 30Q: 3 clusters Score -271903.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -271921.406250 Penalty: 829.067444 Iteration 31Q: 3 clusters Score -271921.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -271934.531250 Penalty: 829.067444 Iteration 32Q: 3 clusters Score -271934.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -271948.562500 Penalty: 829.067444 Iteration 33Q: 3 clusters Score -271948.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -271961.375000 Penalty: 829.067444 Iteration 34Q: 3 clusters Score -271961.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -271972.750000 Penalty: 829.067444 Iteration 35Q: 3 clusters Score -271972.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -271979.718750 Penalty: 829.067444 Iteration 36Q: 3 clusters Score -271979.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -271988.187500 Penalty: 829.067444 Iteration 37Q: 3 clusters Score -271988.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -271995.468750 Penalty: 829.067444 Iteration 38Q: 3 clusters Score -271995.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -271998.968750 Penalty: 829.067444 Iteration 39Q: 3 clusters Score -271999 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -272006.593750 Penalty: 829.067444 Iteration 40F: 3 clusters Score -272006.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -272011.625000 Penalty: 829.067444 Iteration 41Q: 3 clusters Score -272011.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -272013.500000 Penalty: 829.067444 Iteration 42Q: 3 clusters Score -272013.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -272014.656250 Penalty: 829.067444 Iteration 43Q: 3 clusters Score -272014.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -272016.218750 Penalty: 829.067444 Iteration 44Q: 3 clusters Score -272016.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -272016.406250 Penalty: 829.067444 Iteration 45Q: 3 clusters Score -272016.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -272017.281250 Penalty: 829.067444 Iteration 46Q: 3 clusters Score -272017.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -272018.000000 Penalty: 829.067444 Iteration 47Q: 3 clusters Score -272018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -272018.656250 Penalty: 829.067444 Iteration 48Q: 3 clusters Score -272018.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -272019.218750 Penalty: 829.067444 Iteration 49Q: 3 clusters Score -272019.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -272020.937500 Penalty: 829.067444 Iteration 50Q: 3 clusters Score -272020.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -272023.531250 Penalty: 829.067444 Iteration 51Q: 3 clusters Score -272023.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -272024.156250 Penalty: 829.067444 Iteration 52Q: 3 clusters Score -272024.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -272024.156250 Penalty: 829.067444 Iteration 53Q: 3 clusters Score -272024.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -272025.062500 Penalty: 829.067444 Iteration 54Q: 3 clusters Score -272025.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 8110 members Entering Unmasked Estep Score: -272025.562500 Penalty: 829.067444 Iteration 55Q: 3 clusters Score -272025.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -272027.437500 Penalty: 829.067444 Iteration 56Q: 3 clusters Score -272027.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -272028.937500 Penalty: 829.067444 Iteration 57Q: 3 clusters Score -272028.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -272032.156250 Penalty: 829.067444 Iteration 58Q: 3 clusters Score -272032.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -272033.500000 Penalty: 829.067444 Iteration 59Q: 3 clusters Score -272033.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -272034.968750 Penalty: 829.067444 Iteration 60F: 3 clusters Score -272035 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -272036.125000 Penalty: 829.067444 Iteration 61Q: 3 clusters Score -272036.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -272036.937500 Penalty: 829.067444 Iteration 62Q: 3 clusters Score -272036.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -272037.750000 Penalty: 829.067444 Iteration 63Q: 3 clusters Score -272037.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -272038.218750 Penalty: 829.067444 Iteration 64Q: 3 clusters Score -272038.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -272039.187500 Penalty: 829.067444 Iteration 65Q: 3 clusters Score -272039.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -272039.187500 Penalty: 829.067444 Iteration 66Q: 3 clusters Score -272039.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -272039.125000 Penalty: 829.067444 Iteration 67Q: 3 clusters Score -272039.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -272039.531250 Penalty: 829.067444 Iteration 68Q: 3 clusters Score -272039.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -272039.312500 Penalty: 829.067444 Iteration 69Q: 3 clusters Score -272039.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -272039.875000 Penalty: 829.067444 Iteration 70Q: 3 clusters Score -272039.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -272039.656250 Penalty: 829.067444 Iteration 71Q: 3 clusters Score -272039.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -272039.656250 Penalty: 829.067444 Iteration 72F: 3 clusters Score -272039.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Entering Unmasked Estep Score: -3766.988037 Penalty: 235.257019 Iteration 0F: 2 clusters Score -3766.988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -3475.663086 Penalty: 470.514038 Iteration 0F: 3 clusters Score -3475.663 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -3534.248535 Penalty: 470.514038 Iteration 1F: 3 clusters Score -3534.249 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -3553.234131 Penalty: 470.514038 Iteration 2F: 3 clusters Score -3553.234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -3559.488770 Penalty: 470.514038 Iteration 3Q: 3 clusters Score -3559.489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -3563.259277 Penalty: 470.514038 Iteration 4Q: 3 clusters Score -3563.259 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -3565.647217 Penalty: 470.514038 Iteration 5Q: 3 clusters Score -3565.647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -3568.328857 Penalty: 470.514038 Iteration 6Q: 3 clusters Score -3568.329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -3568.328857 Penalty: 470.514038 Iteration 7F: 3 clusters Score -3568.329 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Entering Unmasked Estep Score: -507076.187500 Penalty: 439.698669 Iteration 0F: 2 clusters Score -507076.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -496590.312500 Penalty: 879.397339 Iteration 0F: 3 clusters Score -496590.3 nChanged 7412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -500940.500000 Penalty: 879.397339 Iteration 1F: 3 clusters Score -500940.5 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -501224.187500 Penalty: 879.397339 Iteration 2Q: 3 clusters Score -501224.2 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -501552.968750 Penalty: 879.397339 Iteration 3Q: 3 clusters Score -501553 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -501928.187500 Penalty: 879.397339 Iteration 4F: 3 clusters Score -501928.2 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -502386.656250 Penalty: 879.397339 Iteration 5F: 3 clusters Score -502386.7 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -502905.500000 Penalty: 879.397339 Iteration 6F: 3 clusters Score -502905.5 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -503456.625000 Penalty: 879.397339 Iteration 7F: 3 clusters Score -503456.6 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -503876.875000 Penalty: 879.397339 Iteration 8Q: 3 clusters Score -503876.9 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -504100.468750 Penalty: 879.397339 Iteration 9Q: 3 clusters Score -504100.5 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -504178.718750 Penalty: 879.397339 Iteration 10Q: 3 clusters Score -504178.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -504214.625000 Penalty: 879.397339 Iteration 11Q: 3 clusters Score -504214.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -504237.000000 Penalty: 879.397339 Iteration 12Q: 3 clusters Score -504237 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -504254.812500 Penalty: 879.397339 Iteration 13Q: 3 clusters Score -504254.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -504270.625000 Penalty: 879.397339 Iteration 14Q: 3 clusters Score -504270.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -504286.312500 Penalty: 879.397339 Iteration 15Q: 3 clusters Score -504286.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -504302.218750 Penalty: 879.397339 Iteration 16Q: 3 clusters Score -504302.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -504316.250000 Penalty: 879.397339 Iteration 17Q: 3 clusters Score -504316.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -504323.843750 Penalty: 879.397339 Iteration 18Q: 3 clusters Score -504323.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -504331.093750 Penalty: 879.397339 Iteration 19Q: 3 clusters Score -504331.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -504340.781250 Penalty: 879.397339 Iteration 20F: 3 clusters Score -504340.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -504343.093750 Penalty: 879.397339 Iteration 21Q: 3 clusters Score -504343.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -504349.781250 Penalty: 879.397339 Iteration 22Q: 3 clusters Score -504349.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -504359.687500 Penalty: 879.397339 Iteration 23Q: 3 clusters Score -504359.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -504369.531250 Penalty: 879.397339 Iteration 24Q: 3 clusters Score -504369.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -504379.437500 Penalty: 879.397339 Iteration 25Q: 3 clusters Score -504379.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -504388.031250 Penalty: 879.397339 Iteration 26Q: 3 clusters Score -504388 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -504398.406250 Penalty: 879.397339 Iteration 27Q: 3 clusters Score -504398.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -504408.906250 Penalty: 879.397339 Iteration 28Q: 3 clusters Score -504408.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -504417.625000 Penalty: 879.397339 Iteration 29Q: 3 clusters Score -504417.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -504424.250000 Penalty: 879.397339 Iteration 30Q: 3 clusters Score -504424.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -504434.000000 Penalty: 879.397339 Iteration 31Q: 3 clusters Score -504434 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -504447.250000 Penalty: 879.397339 Iteration 32Q: 3 clusters Score -504447.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -504460.093750 Penalty: 879.397339 Iteration 33Q: 3 clusters Score -504460.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -504473.312500 Penalty: 879.397339 Iteration 34Q: 3 clusters Score -504473.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -504488.843750 Penalty: 879.397339 Iteration 35Q: 3 clusters Score -504488.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -504504.312500 Penalty: 879.397339 Iteration 36Q: 3 clusters Score -504504.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -504522.312500 Penalty: 879.397339 Iteration 37Q: 3 clusters Score -504522.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -504546.531250 Penalty: 879.397339 Iteration 38Q: 3 clusters Score -504546.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -504571.968750 Penalty: 879.397339 Iteration 39Q: 3 clusters Score -504572 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -504601.062500 Penalty: 879.397339 Iteration 40F: 3 clusters Score -504601.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -504632.812500 Penalty: 879.397339 Iteration 41Q: 3 clusters Score -504632.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -504667.187500 Penalty: 879.397339 Iteration 42Q: 3 clusters Score -504667.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -504703.812500 Penalty: 879.397339 Iteration 43Q: 3 clusters Score -504703.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -504744.562500 Penalty: 879.397339 Iteration 44Q: 3 clusters Score -504744.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -504797.093750 Penalty: 879.397339 Iteration 45Q: 3 clusters Score -504797.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -504857.593750 Penalty: 879.397339 Iteration 46Q: 3 clusters Score -504857.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -504916.437500 Penalty: 879.397339 Iteration 47Q: 3 clusters Score -504916.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -504973.812500 Penalty: 879.397339 Iteration 48Q: 3 clusters Score -504973.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -505032.406250 Penalty: 879.397339 Iteration 49Q: 3 clusters Score -505032.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -505108.656250 Penalty: 879.397339 Iteration 50Q: 3 clusters Score -505108.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 12518 members Entering Unmasked Estep Score: -505198.687500 Penalty: 879.397339 Iteration 51Q: 3 clusters Score -505198.7 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -505287.000000 Penalty: 879.397339 Iteration 52Q: 3 clusters Score -505287 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -505384.812500 Penalty: 879.397339 Iteration 53Q: 3 clusters Score -505384.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -505488.156250 Penalty: 879.397339 Iteration 54Q: 3 clusters Score -505488.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -505590.437500 Penalty: 879.397339 Iteration 55Q: 3 clusters Score -505590.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -505689.937500 Penalty: 879.397339 Iteration 56Q: 3 clusters Score -505689.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -505794.250000 Penalty: 879.397339 Iteration 57Q: 3 clusters Score -505794.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -505908.968750 Penalty: 879.397339 Iteration 58Q: 3 clusters Score -505909 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -506012.812500 Penalty: 879.397339 Iteration 59Q: 3 clusters Score -506012.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -506121.031250 Penalty: 879.397339 Iteration 60F: 3 clusters Score -506121 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -506212.406250 Penalty: 879.397339 Iteration 61Q: 3 clusters Score -506212.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -506316.000000 Penalty: 879.397339 Iteration 62Q: 3 clusters Score -506316 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 15165 members Entering Unmasked Estep Score: -506397.750000 Penalty: 879.397339 Iteration 63Q: 3 clusters Score -506397.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -506467.687500 Penalty: 879.397339 Iteration 64Q: 3 clusters Score -506467.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 15374 members Entering Unmasked Estep Score: -506519.312500 Penalty: 879.397339 Iteration 65Q: 3 clusters Score -506519.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 15449 members Entering Unmasked Estep Score: -506567.406250 Penalty: 879.397339 Iteration 66Q: 3 clusters Score -506567.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -506601.406250 Penalty: 879.397339 Iteration 67Q: 3 clusters Score -506601.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 15549 members Entering Unmasked Estep Score: -506623.937500 Penalty: 879.397339 Iteration 68Q: 3 clusters Score -506623.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 15582 members Entering Unmasked Estep Score: -506647.031250 Penalty: 879.397339 Iteration 69Q: 3 clusters Score -506647 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -506657.625000 Penalty: 879.397339 Iteration 70Q: 3 clusters Score -506657.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -506662.562500 Penalty: 879.397339 Iteration 71Q: 3 clusters Score -506662.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 15607 members Entering Unmasked Estep Score: -506675.343750 Penalty: 879.397339 Iteration 72Q: 3 clusters Score -506675.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -506683.093750 Penalty: 879.397339 Iteration 73Q: 3 clusters Score -506683.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 15616 members Entering Unmasked Estep Score: -506686.843750 Penalty: 879.397339 Iteration 74Q: 3 clusters Score -506686.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 15619 members Entering Unmasked Estep Score: -506690.531250 Penalty: 879.397339 Iteration 75Q: 3 clusters Score -506690.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 15620 members Entering Unmasked Estep Score: -506691.312500 Penalty: 879.397339 Iteration 76Q: 3 clusters Score -506691.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 15620 members Entering Unmasked Estep Score: -506691.312500 Penalty: 879.397339 Iteration 77F: 3 clusters Score -506691.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2279 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Entering Unmasked Estep Score: -54216.828125 Penalty: 351.782898 Iteration 0F: 2 clusters Score -54216.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -52639.234375 Penalty: 703.565796 Iteration 0F: 3 clusters Score -52639.23 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -53267.652344 Penalty: 703.565796 Iteration 1F: 3 clusters Score -53267.65 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -53377.007812 Penalty: 703.565796 Iteration 2F: 3 clusters Score -53377.01 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -53477.304688 Penalty: 703.565796 Iteration 3F: 3 clusters Score -53477.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -53554.539062 Penalty: 703.565796 Iteration 4F: 3 clusters Score -53554.54 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -53621.460938 Penalty: 703.565796 Iteration 5Q: 3 clusters Score -53621.46 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -53682.300781 Penalty: 703.565796 Iteration 6Q: 3 clusters Score -53682.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -53723.304688 Penalty: 703.565796 Iteration 7Q: 3 clusters Score -53723.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -53749.753906 Penalty: 703.565796 Iteration 8Q: 3 clusters Score -53749.75 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -53766.363281 Penalty: 703.565796 Iteration 9Q: 3 clusters Score -53766.36 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -53777.406250 Penalty: 703.565796 Iteration 10Q: 3 clusters Score -53777.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -53782.101562 Penalty: 703.565796 Iteration 11Q: 3 clusters Score -53782.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -53785.566406 Penalty: 703.565796 Iteration 12Q: 3 clusters Score -53785.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -53789.433594 Penalty: 703.565796 Iteration 13Q: 3 clusters Score -53789.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -53792.214844 Penalty: 703.565796 Iteration 14Q: 3 clusters Score -53792.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -53793.097656 Penalty: 703.565796 Iteration 15Q: 3 clusters Score -53793.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -53793.910156 Penalty: 703.565796 Iteration 16Q: 3 clusters Score -53793.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -53794.679688 Penalty: 703.565796 Iteration 17Q: 3 clusters Score -53794.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -53794.992188 Penalty: 703.565796 Iteration 18Q: 3 clusters Score -53794.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -53795.808594 Penalty: 703.565796 Iteration 19Q: 3 clusters Score -53795.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -53796.820312 Penalty: 703.565796 Iteration 20F: 3 clusters Score -53796.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -53797.496094 Penalty: 703.565796 Iteration 21Q: 3 clusters Score -53797.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -53798.445312 Penalty: 703.565796 Iteration 22Q: 3 clusters Score -53798.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -53799.058594 Penalty: 703.565796 Iteration 23Q: 3 clusters Score -53799.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -53799.808594 Penalty: 703.565796 Iteration 24Q: 3 clusters Score -53799.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -53800.738281 Penalty: 703.565796 Iteration 25Q: 3 clusters Score -53800.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -53802.160156 Penalty: 703.565796 Iteration 26Q: 3 clusters Score -53802.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -53804.433594 Penalty: 703.565796 Iteration 27Q: 3 clusters Score -53804.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -53805.417969 Penalty: 703.565796 Iteration 28Q: 3 clusters Score -53805.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -53806.785156 Penalty: 703.565796 Iteration 29Q: 3 clusters Score -53806.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -53807.691406 Penalty: 703.565796 Iteration 30Q: 3 clusters Score -53807.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -53808.078125 Penalty: 703.565796 Iteration 31Q: 3 clusters Score -53808.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -53808.070312 Penalty: 703.565796 Iteration 32Q: 3 clusters Score -53808.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -53808.070312 Penalty: 703.565796 Iteration 33F: 3 clusters Score -53808.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Entering Unmasked Estep Score: -39331.070312 Penalty: 324.310059 Iteration 0F: 2 clusters Score -39331.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -38392.277344 Penalty: 648.620117 Iteration 0F: 3 clusters Score -38392.28 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -38711.273438 Penalty: 648.620117 Iteration 1F: 3 clusters Score -38711.27 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -38799.699219 Penalty: 648.620117 Iteration 2F: 3 clusters Score -38799.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -38873.445312 Penalty: 648.620117 Iteration 3F: 3 clusters Score -38873.45 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -38917.882812 Penalty: 648.620117 Iteration 4Q: 3 clusters Score -38917.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -38941.617188 Penalty: 648.620117 Iteration 5Q: 3 clusters Score -38941.62 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -38956.710938 Penalty: 648.620117 Iteration 6Q: 3 clusters Score -38956.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -38974.410156 Penalty: 648.620117 Iteration 7Q: 3 clusters Score -38974.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -38990.753906 Penalty: 648.620117 Iteration 8Q: 3 clusters Score -38990.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -38998.410156 Penalty: 648.620117 Iteration 9Q: 3 clusters Score -38998.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -39012.351562 Penalty: 648.620117 Iteration 10Q: 3 clusters Score -39012.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -39026.656250 Penalty: 648.620117 Iteration 11Q: 3 clusters Score -39026.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -39042.031250 Penalty: 648.620117 Iteration 12Q: 3 clusters Score -39042.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -39056.007812 Penalty: 648.620117 Iteration 13Q: 3 clusters Score -39056.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -39072.640625 Penalty: 648.620117 Iteration 14Q: 3 clusters Score -39072.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -39085.390625 Penalty: 648.620117 Iteration 15Q: 3 clusters Score -39085.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39095.812500 Penalty: 648.620117 Iteration 16Q: 3 clusters Score -39095.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39103.703125 Penalty: 648.620117 Iteration 17Q: 3 clusters Score -39103.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -39107.113281 Penalty: 648.620117 Iteration 18Q: 3 clusters Score -39107.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -39112.371094 Penalty: 648.620117 Iteration 19Q: 3 clusters Score -39112.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -39115.582031 Penalty: 648.620117 Iteration 20F: 3 clusters Score -39115.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -39121.273438 Penalty: 648.620117 Iteration 21Q: 3 clusters Score -39121.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -39127.246094 Penalty: 648.620117 Iteration 22Q: 3 clusters Score -39127.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -39132.324219 Penalty: 648.620117 Iteration 23Q: 3 clusters Score -39132.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -39137.972656 Penalty: 648.620117 Iteration 24Q: 3 clusters Score -39137.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -39144.792969 Penalty: 648.620117 Iteration 25Q: 3 clusters Score -39144.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -39153.148438 Penalty: 648.620117 Iteration 26Q: 3 clusters Score -39153.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -39164.160156 Penalty: 648.620117 Iteration 27Q: 3 clusters Score -39164.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -39175.027344 Penalty: 648.620117 Iteration 28Q: 3 clusters Score -39175.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -39186.738281 Penalty: 648.620117 Iteration 29Q: 3 clusters Score -39186.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -39197.707031 Penalty: 648.620117 Iteration 30Q: 3 clusters Score -39197.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -39210.656250 Penalty: 648.620117 Iteration 31Q: 3 clusters Score -39210.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -39226.125000 Penalty: 648.620117 Iteration 32Q: 3 clusters Score -39226.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -39240.589844 Penalty: 648.620117 Iteration 33Q: 3 clusters Score -39240.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -39254.218750 Penalty: 648.620117 Iteration 34Q: 3 clusters Score -39254.22 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -39269.953125 Penalty: 648.620117 Iteration 35Q: 3 clusters Score -39269.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -39276.925781 Penalty: 648.620117 Iteration 36Q: 3 clusters Score -39276.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -39281.964844 Penalty: 648.620117 Iteration 37Q: 3 clusters Score -39281.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -39284.539062 Penalty: 648.620117 Iteration 38Q: 3 clusters Score -39284.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -39284.898438 Penalty: 648.620117 Iteration 39Q: 3 clusters Score -39284.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -39290.960938 Penalty: 648.620117 Iteration 40F: 3 clusters Score -39290.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -39295.636719 Penalty: 648.620117 Iteration 41Q: 3 clusters Score -39295.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -39298.500000 Penalty: 648.620117 Iteration 42Q: 3 clusters Score -39298.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -39300.738281 Penalty: 648.620117 Iteration 43Q: 3 clusters Score -39300.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -39302.480469 Penalty: 648.620117 Iteration 44Q: 3 clusters Score -39302.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -39303.757812 Penalty: 648.620117 Iteration 45Q: 3 clusters Score -39303.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -39306.144531 Penalty: 648.620117 Iteration 46Q: 3 clusters Score -39306.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -39306.960938 Penalty: 648.620117 Iteration 47Q: 3 clusters Score -39306.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -39307.296875 Penalty: 648.620117 Iteration 48Q: 3 clusters Score -39307.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -39307.359375 Penalty: 648.620117 Iteration 49Q: 3 clusters Score -39307.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -39307.359375 Penalty: 648.620117 Iteration 50F: 3 clusters Score -39307.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Entering Unmasked Estep Score: -74467.156250 Penalty: 353.641083 Iteration 0F: 2 clusters Score -74467.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -72800.812500 Penalty: 707.282166 Iteration 0F: 3 clusters Score -72800.81 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -73343.859375 Penalty: 707.282166 Iteration 1F: 3 clusters Score -73343.86 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -73451.171875 Penalty: 707.282166 Iteration 2F: 3 clusters Score -73451.17 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -73579.460938 Penalty: 707.282166 Iteration 3F: 3 clusters Score -73579.46 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -73713.835938 Penalty: 707.282166 Iteration 4F: 3 clusters Score -73713.84 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -73831.117188 Penalty: 707.282166 Iteration 5F: 3 clusters Score -73831.12 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -73957.375000 Penalty: 707.282166 Iteration 6Q: 3 clusters Score -73957.38 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -74055.132812 Penalty: 707.282166 Iteration 7Q: 3 clusters Score -74055.13 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -74100.453125 Penalty: 707.282166 Iteration 8Q: 3 clusters Score -74100.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -74126.476562 Penalty: 707.282166 Iteration 9Q: 3 clusters Score -74126.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -74146.046875 Penalty: 707.282166 Iteration 10Q: 3 clusters Score -74146.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -74165.937500 Penalty: 707.282166 Iteration 11Q: 3 clusters Score -74165.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -74178.437500 Penalty: 707.282166 Iteration 12Q: 3 clusters Score -74178.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -74195.179688 Penalty: 707.282166 Iteration 13Q: 3 clusters Score -74195.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -74205.617188 Penalty: 707.282166 Iteration 14Q: 3 clusters Score -74205.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -74207.765625 Penalty: 707.282166 Iteration 15Q: 3 clusters Score -74207.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -74211.796875 Penalty: 707.282166 Iteration 16Q: 3 clusters Score -74211.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -74214.593750 Penalty: 707.282166 Iteration 17Q: 3 clusters Score -74214.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -74218.414062 Penalty: 707.282166 Iteration 18Q: 3 clusters Score -74218.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -74219.984375 Penalty: 707.282166 Iteration 19Q: 3 clusters Score -74219.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -74220.828125 Penalty: 707.282166 Iteration 20F: 3 clusters Score -74220.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -74221.250000 Penalty: 707.282166 Iteration 21Q: 3 clusters Score -74221.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -74221.250000 Penalty: 707.282166 Iteration 22F: 3 clusters Score -74221.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Entering Unmasked Estep Score: -12141.226562 Penalty: 280.046051 Iteration 0F: 2 clusters Score -12141.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -11681.120117 Penalty: 560.092102 Iteration 0F: 3 clusters Score -11681.12 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11821.389648 Penalty: 560.092102 Iteration 1F: 3 clusters Score -11821.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -11890.545898 Penalty: 560.092102 Iteration 2F: 3 clusters Score -11890.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -11930.490234 Penalty: 560.092102 Iteration 3F: 3 clusters Score -11930.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -11961.136719 Penalty: 560.092102 Iteration 4F: 3 clusters Score -11961.14 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -11983.562500 Penalty: 560.092102 Iteration 5Q: 3 clusters Score -11983.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -12014.610352 Penalty: 560.092102 Iteration 6Q: 3 clusters Score -12014.61 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -12051.260742 Penalty: 560.092102 Iteration 7F: 3 clusters Score -12051.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -12081.919922 Penalty: 560.092102 Iteration 8Q: 3 clusters Score -12081.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12106.143555 Penalty: 560.092102 Iteration 9Q: 3 clusters Score -12106.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12125.442383 Penalty: 560.092102 Iteration 10Q: 3 clusters Score -12125.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12132.929688 Penalty: 560.092102 Iteration 11Q: 3 clusters Score -12132.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12139.581055 Penalty: 560.092102 Iteration 12Q: 3 clusters Score -12139.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12145.441406 Penalty: 560.092102 Iteration 13Q: 3 clusters Score -12145.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -12149.267578 Penalty: 560.092102 Iteration 14Q: 3 clusters Score -12149.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -12155.203125 Penalty: 560.092102 Iteration 15Q: 3 clusters Score -12155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -12173.500000 Penalty: 560.092102 Iteration 16Q: 3 clusters Score -12173.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -12187.057617 Penalty: 560.092102 Iteration 17Q: 3 clusters Score -12187.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -12187.518555 Penalty: 560.092102 Iteration 18Q: 3 clusters Score -12187.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -12187.518555 Penalty: 560.092102 Iteration 19F: 3 clusters Score -12187.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1570 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9051 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 183 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 1516 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 657 members Mstep: Class 28 contains 288 members Entering Unmasked Estep Score: -2651006.250000 Penalty: 14583.205078 Splitting cluster 14 changes total score from -2651193.750000 to -2651006.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Entering Unmasked Estep Score: -38312.867188 Penalty: 324.926636 Iteration 0F: 2 clusters Score -38312.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -37346.363281 Penalty: 649.853271 Iteration 0F: 3 clusters Score -37346.36 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -37646.957031 Penalty: 649.853271 Iteration 1F: 3 clusters Score -37646.96 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -37705.648438 Penalty: 649.853271 Iteration 2F: 3 clusters Score -37705.65 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -37732.375000 Penalty: 649.853271 Iteration 3F: 3 clusters Score -37732.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -37744.929688 Penalty: 649.853271 Iteration 4Q: 3 clusters Score -37744.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -37757.414062 Penalty: 649.853271 Iteration 5Q: 3 clusters Score -37757.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -37765.210938 Penalty: 649.853271 Iteration 6Q: 3 clusters Score -37765.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -37772.585938 Penalty: 649.853271 Iteration 7Q: 3 clusters Score -37772.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -37782.429688 Penalty: 649.853271 Iteration 8Q: 3 clusters Score -37782.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -37792.183594 Penalty: 649.853271 Iteration 9Q: 3 clusters Score -37792.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -37802.125000 Penalty: 649.853271 Iteration 10Q: 3 clusters Score -37802.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -37809.515625 Penalty: 649.853271 Iteration 11Q: 3 clusters Score -37809.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -37814.371094 Penalty: 649.853271 Iteration 12Q: 3 clusters Score -37814.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -37821.109375 Penalty: 649.853271 Iteration 13Q: 3 clusters Score -37821.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -37826.523438 Penalty: 649.853271 Iteration 14Q: 3 clusters Score -37826.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -37830.121094 Penalty: 649.853271 Iteration 15Q: 3 clusters Score -37830.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -37836.089844 Penalty: 649.853271 Iteration 16Q: 3 clusters Score -37836.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -37842.296875 Penalty: 649.853271 Iteration 17Q: 3 clusters Score -37842.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -37846.472656 Penalty: 649.853271 Iteration 18Q: 3 clusters Score -37846.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -37851.496094 Penalty: 649.853271 Iteration 19Q: 3 clusters Score -37851.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -37854.714844 Penalty: 649.853271 Iteration 20F: 3 clusters Score -37854.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -37856.429688 Penalty: 649.853271 Iteration 21Q: 3 clusters Score -37856.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -37856.570312 Penalty: 649.853271 Iteration 22Q: 3 clusters Score -37856.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -37856.570312 Penalty: 649.853271 Iteration 23F: 3 clusters Score -37856.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Entering Unmasked Estep Score: -58551.859375 Penalty: 354.963287 Iteration 0F: 2 clusters Score -58551.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -56834.925781 Penalty: 709.926575 Iteration 0F: 3 clusters Score -56834.93 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -57544.167969 Penalty: 709.926575 Iteration 1F: 3 clusters Score -57544.17 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -57764.324219 Penalty: 709.926575 Iteration 2F: 3 clusters Score -57764.32 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -57926.332031 Penalty: 709.926575 Iteration 3F: 3 clusters Score -57926.33 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -58039.671875 Penalty: 709.926575 Iteration 4F: 3 clusters Score -58039.67 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -58106.496094 Penalty: 709.926575 Iteration 5Q: 3 clusters Score -58106.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -58145.636719 Penalty: 709.926575 Iteration 6Q: 3 clusters Score -58145.64 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -58170.761719 Penalty: 709.926575 Iteration 7Q: 3 clusters Score -58170.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -58196.089844 Penalty: 709.926575 Iteration 8Q: 3 clusters Score -58196.09 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -58211.667969 Penalty: 709.926575 Iteration 9Q: 3 clusters Score -58211.67 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -58223.195312 Penalty: 709.926575 Iteration 10Q: 3 clusters Score -58223.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -58238.824219 Penalty: 709.926575 Iteration 11Q: 3 clusters Score -58238.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -58251.460938 Penalty: 709.926575 Iteration 12Q: 3 clusters Score -58251.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58262.152344 Penalty: 709.926575 Iteration 13Q: 3 clusters Score -58262.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -58275.917969 Penalty: 709.926575 Iteration 14Q: 3 clusters Score -58275.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -58282.929688 Penalty: 709.926575 Iteration 15Q: 3 clusters Score -58282.93 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -58292.312500 Penalty: 709.926575 Iteration 16Q: 3 clusters Score -58292.31 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -58309.207031 Penalty: 709.926575 Iteration 17Q: 3 clusters Score -58309.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -58320.929688 Penalty: 709.926575 Iteration 18Q: 3 clusters Score -58320.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -58330.242188 Penalty: 709.926575 Iteration 19Q: 3 clusters Score -58330.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -58338.308594 Penalty: 709.926575 Iteration 20F: 3 clusters Score -58338.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58345.746094 Penalty: 709.926575 Iteration 21Q: 3 clusters Score -58345.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -58348.222656 Penalty: 709.926575 Iteration 22Q: 3 clusters Score -58348.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58351.367188 Penalty: 709.926575 Iteration 23Q: 3 clusters Score -58351.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58352.800781 Penalty: 709.926575 Iteration 24Q: 3 clusters Score -58352.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58353.257812 Penalty: 709.926575 Iteration 25Q: 3 clusters Score -58353.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58353.574219 Penalty: 709.926575 Iteration 26Q: 3 clusters Score -58353.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58353.574219 Penalty: 709.926575 Iteration 27F: 3 clusters Score -58353.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Entering Unmasked Estep Score: -299630.531250 Penalty: 413.640228 Iteration 0F: 2 clusters Score -299630.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -293701.281250 Penalty: 827.280457 Iteration 0F: 3 clusters Score -293701.3 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -296037.062500 Penalty: 827.280457 Iteration 1F: 3 clusters Score -296037.1 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -296224.343750 Penalty: 827.280457 Iteration 2F: 3 clusters Score -296224.3 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -296431.531250 Penalty: 827.280457 Iteration 3F: 3 clusters Score -296431.5 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -296628.062500 Penalty: 827.280457 Iteration 4F: 3 clusters Score -296628.1 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -296834.625000 Penalty: 827.280457 Iteration 5Q: 3 clusters Score -296834.6 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -297074.937500 Penalty: 827.280457 Iteration 6F: 3 clusters Score -297074.9 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -297338.781250 Penalty: 827.280457 Iteration 7F: 3 clusters Score -297338.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -297625.375000 Penalty: 827.280457 Iteration 8F: 3 clusters Score -297625.4 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -297924.218750 Penalty: 827.280457 Iteration 9Q: 3 clusters Score -297924.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -298164.625000 Penalty: 827.280457 Iteration 10Q: 3 clusters Score -298164.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -298392.781250 Penalty: 827.280457 Iteration 11Q: 3 clusters Score -298392.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -298574.593750 Penalty: 827.280457 Iteration 12Q: 3 clusters Score -298574.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -298693.218750 Penalty: 827.280457 Iteration 13Q: 3 clusters Score -298693.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -298762.875000 Penalty: 827.280457 Iteration 14Q: 3 clusters Score -298762.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -298807.281250 Penalty: 827.280457 Iteration 15Q: 3 clusters Score -298807.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -298858.687500 Penalty: 827.280457 Iteration 16Q: 3 clusters Score -298858.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -298916.406250 Penalty: 827.280457 Iteration 17Q: 3 clusters Score -298916.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -298952.750000 Penalty: 827.280457 Iteration 18Q: 3 clusters Score -298952.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -298983.000000 Penalty: 827.280457 Iteration 19Q: 3 clusters Score -298983 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -299019.750000 Penalty: 827.280457 Iteration 20F: 3 clusters Score -299019.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -299055.562500 Penalty: 827.280457 Iteration 21Q: 3 clusters Score -299055.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -299087.062500 Penalty: 827.280457 Iteration 22Q: 3 clusters Score -299087.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -299115.093750 Penalty: 827.280457 Iteration 23Q: 3 clusters Score -299115.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -299145.625000 Penalty: 827.280457 Iteration 24Q: 3 clusters Score -299145.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -299175.468750 Penalty: 827.280457 Iteration 25Q: 3 clusters Score -299175.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -299202.593750 Penalty: 827.280457 Iteration 26Q: 3 clusters Score -299202.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -299225.843750 Penalty: 827.280457 Iteration 27Q: 3 clusters Score -299225.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -299235.812500 Penalty: 827.280457 Iteration 28Q: 3 clusters Score -299235.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -299249.156250 Penalty: 827.280457 Iteration 29Q: 3 clusters Score -299249.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -299262.968750 Penalty: 827.280457 Iteration 30Q: 3 clusters Score -299263 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -299272.656250 Penalty: 827.280457 Iteration 31Q: 3 clusters Score -299272.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -299278.781250 Penalty: 827.280457 Iteration 32Q: 3 clusters Score -299278.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -299283.375000 Penalty: 827.280457 Iteration 33Q: 3 clusters Score -299283.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -299287.531250 Penalty: 827.280457 Iteration 34Q: 3 clusters Score -299287.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -299293.625000 Penalty: 827.280457 Iteration 35Q: 3 clusters Score -299293.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -299297.906250 Penalty: 827.280457 Iteration 36Q: 3 clusters Score -299297.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -299300.968750 Penalty: 827.280457 Iteration 37Q: 3 clusters Score -299301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -299303.187500 Penalty: 827.280457 Iteration 38Q: 3 clusters Score -299303.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -299305.375000 Penalty: 827.280457 Iteration 39Q: 3 clusters Score -299305.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -299308.968750 Penalty: 827.280457 Iteration 40F: 3 clusters Score -299309 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -299310.000000 Penalty: 827.280457 Iteration 41Q: 3 clusters Score -299310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -299310.062500 Penalty: 827.280457 Iteration 42Q: 3 clusters Score -299310.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -299310.375000 Penalty: 827.280457 Iteration 43Q: 3 clusters Score -299310.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -299310.656250 Penalty: 827.280457 Iteration 44Q: 3 clusters Score -299310.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -299310.656250 Penalty: 827.280457 Iteration 45F: 3 clusters Score -299310.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -10629.681641 Penalty: 298.591217 Iteration 0F: 2 clusters Score -10629.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -10037.707031 Penalty: 597.182434 Iteration 0F: 3 clusters Score -10037.71 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -10417.231445 Penalty: 597.182434 Iteration 1F: 3 clusters Score -10417.23 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -10498.828125 Penalty: 597.182434 Iteration 2F: 3 clusters Score -10498.83 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -10546.660156 Penalty: 597.182434 Iteration 3F: 3 clusters Score -10546.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -10582.699219 Penalty: 597.182434 Iteration 4Q: 3 clusters Score -10582.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -10609.578125 Penalty: 597.182434 Iteration 5Q: 3 clusters Score -10609.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -10625.103516 Penalty: 597.182434 Iteration 6Q: 3 clusters Score -10625.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -10628.277344 Penalty: 597.182434 Iteration 7Q: 3 clusters Score -10628.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -10630.125977 Penalty: 597.182434 Iteration 8Q: 3 clusters Score -10630.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -10631.484375 Penalty: 597.182434 Iteration 9Q: 3 clusters Score -10631.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -10631.484375 Penalty: 597.182434 Iteration 10F: 3 clusters Score -10631.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1570 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9051 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 379 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 1516 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 657 members Mstep: Class 28 contains 329 members Entering Unmasked Estep Score: -2650979.500000 Penalty: 14583.205078 Splitting cluster 18 changes total score from -2651193.750000 to -2650979.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -37600.199219 Penalty: 319.621521 Iteration 0F: 2 clusters Score -37600.2 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 537 members Entering Unmasked Estep Score: -36724.812500 Penalty: 639.243042 Iteration 0F: 3 clusters Score -36724.81 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -37005.039062 Penalty: 639.243042 Iteration 1F: 3 clusters Score -37005.04 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -37069.332031 Penalty: 639.243042 Iteration 2F: 3 clusters Score -37069.33 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -37116.046875 Penalty: 639.243042 Iteration 3Q: 3 clusters Score -37116.05 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -37147.050781 Penalty: 639.243042 Iteration 4Q: 3 clusters Score -37147.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -37172.281250 Penalty: 639.243042 Iteration 5Q: 3 clusters Score -37172.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -37185.199219 Penalty: 639.243042 Iteration 6Q: 3 clusters Score -37185.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -37199.750000 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -37199.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -37206.605469 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -37206.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -37215.234375 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -37215.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -37222.253906 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -37222.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -37226.945312 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -37226.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -37231.265625 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -37231.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -37237.511719 Penalty: 639.243042 Iteration 13Q: 3 clusters Score -37237.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -37242.093750 Penalty: 639.243042 Iteration 14Q: 3 clusters Score -37242.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -37246.550781 Penalty: 639.243042 Iteration 15Q: 3 clusters Score -37246.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -37251.046875 Penalty: 639.243042 Iteration 16Q: 3 clusters Score -37251.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -37257.156250 Penalty: 639.243042 Iteration 17Q: 3 clusters Score -37257.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -37266.355469 Penalty: 639.243042 Iteration 18Q: 3 clusters Score -37266.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37272.218750 Penalty: 639.243042 Iteration 19Q: 3 clusters Score -37272.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -37280.738281 Penalty: 639.243042 Iteration 20F: 3 clusters Score -37280.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -37283.507812 Penalty: 639.243042 Iteration 21Q: 3 clusters Score -37283.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -37287.261719 Penalty: 639.243042 Iteration 22Q: 3 clusters Score -37287.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -37289.867188 Penalty: 639.243042 Iteration 23Q: 3 clusters Score -37289.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -37292.207031 Penalty: 639.243042 Iteration 24Q: 3 clusters Score -37292.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -37297.335938 Penalty: 639.243042 Iteration 25Q: 3 clusters Score -37297.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -37303.953125 Penalty: 639.243042 Iteration 26Q: 3 clusters Score -37303.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -37313.128906 Penalty: 639.243042 Iteration 27Q: 3 clusters Score -37313.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -37319.093750 Penalty: 639.243042 Iteration 28Q: 3 clusters Score -37319.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -37324.648438 Penalty: 639.243042 Iteration 29Q: 3 clusters Score -37324.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37327.613281 Penalty: 639.243042 Iteration 30Q: 3 clusters Score -37327.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -37332.898438 Penalty: 639.243042 Iteration 31Q: 3 clusters Score -37332.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -37333.742188 Penalty: 639.243042 Iteration 32Q: 3 clusters Score -37333.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -37335.730469 Penalty: 639.243042 Iteration 33Q: 3 clusters Score -37335.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -37337.351562 Penalty: 639.243042 Iteration 34Q: 3 clusters Score -37337.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -37338.093750 Penalty: 639.243042 Iteration 35Q: 3 clusters Score -37338.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -37338.093750 Penalty: 639.243042 Iteration 36F: 3 clusters Score -37338.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Entering Unmasked Estep Score: -102585.265625 Penalty: 368.488281 Iteration 0F: 2 clusters Score -102585.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -100256.960938 Penalty: 736.976562 Iteration 0F: 3 clusters Score -100257 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -101035.054688 Penalty: 736.976562 Iteration 1F: 3 clusters Score -101035.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -101121.039062 Penalty: 736.976562 Iteration 2F: 3 clusters Score -101121 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -101200.945312 Penalty: 736.976562 Iteration 3F: 3 clusters Score -101200.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -101263.312500 Penalty: 736.976562 Iteration 4Q: 3 clusters Score -101263.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -101319.476562 Penalty: 736.976562 Iteration 5Q: 3 clusters Score -101319.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -101380.585938 Penalty: 736.976562 Iteration 6Q: 3 clusters Score -101380.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -101448.140625 Penalty: 736.976562 Iteration 7Q: 3 clusters Score -101448.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -101534.765625 Penalty: 736.976562 Iteration 8Q: 3 clusters Score -101534.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -101644.257812 Penalty: 736.976562 Iteration 9Q: 3 clusters Score -101644.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -101754.171875 Penalty: 736.976562 Iteration 10Q: 3 clusters Score -101754.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -101833.187500 Penalty: 736.976562 Iteration 11Q: 3 clusters Score -101833.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -101886.320312 Penalty: 736.976562 Iteration 12Q: 3 clusters Score -101886.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -101926.429688 Penalty: 736.976562 Iteration 13Q: 3 clusters Score -101926.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -101959.382812 Penalty: 736.976562 Iteration 14Q: 3 clusters Score -101959.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -101988.375000 Penalty: 736.976562 Iteration 15Q: 3 clusters Score -101988.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -102016.914062 Penalty: 736.976562 Iteration 16Q: 3 clusters Score -102016.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -102046.117188 Penalty: 736.976562 Iteration 17Q: 3 clusters Score -102046.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -102072.226562 Penalty: 736.976562 Iteration 18Q: 3 clusters Score -102072.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -102103.718750 Penalty: 736.976562 Iteration 19Q: 3 clusters Score -102103.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -102135.851562 Penalty: 736.976562 Iteration 20F: 3 clusters Score -102135.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -102165.812500 Penalty: 736.976562 Iteration 21Q: 3 clusters Score -102165.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -102185.921875 Penalty: 736.976562 Iteration 22Q: 3 clusters Score -102185.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -102198.921875 Penalty: 736.976562 Iteration 23Q: 3 clusters Score -102198.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -102208.835938 Penalty: 736.976562 Iteration 24Q: 3 clusters Score -102208.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -102221.296875 Penalty: 736.976562 Iteration 25Q: 3 clusters Score -102221.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -102235.273438 Penalty: 736.976562 Iteration 26Q: 3 clusters Score -102235.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -102250.937500 Penalty: 736.976562 Iteration 27Q: 3 clusters Score -102250.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -102261.906250 Penalty: 736.976562 Iteration 28Q: 3 clusters Score -102261.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -102268.375000 Penalty: 736.976562 Iteration 29Q: 3 clusters Score -102268.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -102277.062500 Penalty: 736.976562 Iteration 30Q: 3 clusters Score -102277.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -102282.171875 Penalty: 736.976562 Iteration 31Q: 3 clusters Score -102282.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -102285.656250 Penalty: 736.976562 Iteration 32Q: 3 clusters Score -102285.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -102291.062500 Penalty: 736.976562 Iteration 33Q: 3 clusters Score -102291.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -102293.421875 Penalty: 736.976562 Iteration 34Q: 3 clusters Score -102293.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -102294.078125 Penalty: 736.976562 Iteration 35Q: 3 clusters Score -102294.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -102294.484375 Penalty: 736.976562 Iteration 36Q: 3 clusters Score -102294.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -102294.710938 Penalty: 736.976562 Iteration 37Q: 3 clusters Score -102294.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -102294.765625 Penalty: 736.976562 Iteration 38Q: 3 clusters Score -102294.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -102294.765625 Penalty: 736.976562 Iteration 39F: 3 clusters Score -102294.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Entering Unmasked Estep Score: -146765.906250 Penalty: 386.165161 Iteration 0F: 2 clusters Score -146765.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -143497.390625 Penalty: 772.330322 Iteration 0F: 3 clusters Score -143497.4 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -144923.609375 Penalty: 772.330322 Iteration 1F: 3 clusters Score -144923.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -145197.468750 Penalty: 772.330322 Iteration 2F: 3 clusters Score -145197.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -145455.468750 Penalty: 772.330322 Iteration 3F: 3 clusters Score -145455.5 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -145644.921875 Penalty: 772.330322 Iteration 4F: 3 clusters Score -145644.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -145797.000000 Penalty: 772.330322 Iteration 5F: 3 clusters Score -145797 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -145874.734375 Penalty: 772.330322 Iteration 6Q: 3 clusters Score -145874.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -145925.078125 Penalty: 772.330322 Iteration 7Q: 3 clusters Score -145925.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -145949.656250 Penalty: 772.330322 Iteration 8Q: 3 clusters Score -145949.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -145963.937500 Penalty: 772.330322 Iteration 9Q: 3 clusters Score -145963.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -145974.359375 Penalty: 772.330322 Iteration 10Q: 3 clusters Score -145974.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -145986.187500 Penalty: 772.330322 Iteration 11Q: 3 clusters Score -145986.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -146003.937500 Penalty: 772.330322 Iteration 12Q: 3 clusters Score -146003.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -146023.421875 Penalty: 772.330322 Iteration 13Q: 3 clusters Score -146023.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -146040.203125 Penalty: 772.330322 Iteration 14Q: 3 clusters Score -146040.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -146060.437500 Penalty: 772.330322 Iteration 15Q: 3 clusters Score -146060.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -146083.406250 Penalty: 772.330322 Iteration 16Q: 3 clusters Score -146083.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -146102.171875 Penalty: 772.330322 Iteration 17Q: 3 clusters Score -146102.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -146124.500000 Penalty: 772.330322 Iteration 18Q: 3 clusters Score -146124.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -146152.578125 Penalty: 772.330322 Iteration 19Q: 3 clusters Score -146152.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -146178.187500 Penalty: 772.330322 Iteration 20F: 3 clusters Score -146178.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -146203.953125 Penalty: 772.330322 Iteration 21Q: 3 clusters Score -146204 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -146233.406250 Penalty: 772.330322 Iteration 22Q: 3 clusters Score -146233.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -146269.140625 Penalty: 772.330322 Iteration 23Q: 3 clusters Score -146269.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -146311.125000 Penalty: 772.330322 Iteration 24Q: 3 clusters Score -146311.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -146339.187500 Penalty: 772.330322 Iteration 25Q: 3 clusters Score -146339.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -146369.906250 Penalty: 772.330322 Iteration 26Q: 3 clusters Score -146369.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -146402.984375 Penalty: 772.330322 Iteration 27Q: 3 clusters Score -146403 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -146424.828125 Penalty: 772.330322 Iteration 28Q: 3 clusters Score -146424.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -146438.062500 Penalty: 772.330322 Iteration 29Q: 3 clusters Score -146438.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -146450.765625 Penalty: 772.330322 Iteration 30Q: 3 clusters Score -146450.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -146470.546875 Penalty: 772.330322 Iteration 31Q: 3 clusters Score -146470.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -146483.890625 Penalty: 772.330322 Iteration 32Q: 3 clusters Score -146483.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -146493.453125 Penalty: 772.330322 Iteration 33Q: 3 clusters Score -146493.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -146498.437500 Penalty: 772.330322 Iteration 34Q: 3 clusters Score -146498.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -146500.437500 Penalty: 772.330322 Iteration 35Q: 3 clusters Score -146500.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -146502.687500 Penalty: 772.330322 Iteration 36Q: 3 clusters Score -146502.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -146504.421875 Penalty: 772.330322 Iteration 37Q: 3 clusters Score -146504.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -146507.203125 Penalty: 772.330322 Iteration 38Q: 3 clusters Score -146507.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -146508.937500 Penalty: 772.330322 Iteration 39Q: 3 clusters Score -146508.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -146511.312500 Penalty: 772.330322 Iteration 40F: 3 clusters Score -146511.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -146512.781250 Penalty: 772.330322 Iteration 41Q: 3 clusters Score -146512.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -146513.781250 Penalty: 772.330322 Iteration 42Q: 3 clusters Score -146513.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -146514.109375 Penalty: 772.330322 Iteration 43Q: 3 clusters Score -146514.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -146514.109375 Penalty: 772.330322 Iteration 44F: 3 clusters Score -146514.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Entering Unmasked Estep Score: -33610.707031 Penalty: 325.321198 Iteration 0F: 2 clusters Score -33610.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -32639.451172 Penalty: 650.642395 Iteration 0F: 3 clusters Score -32639.45 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -33024.566406 Penalty: 650.642395 Iteration 1F: 3 clusters Score -33024.57 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -33163.054688 Penalty: 650.642395 Iteration 2F: 3 clusters Score -33163.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -33267.945312 Penalty: 650.642395 Iteration 3F: 3 clusters Score -33267.95 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -33339.218750 Penalty: 650.642395 Iteration 4F: 3 clusters Score -33339.22 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -33374.222656 Penalty: 650.642395 Iteration 5Q: 3 clusters Score -33374.22 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -33399.156250 Penalty: 650.642395 Iteration 6Q: 3 clusters Score -33399.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -33418.359375 Penalty: 650.642395 Iteration 7Q: 3 clusters Score -33418.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -33433.003906 Penalty: 650.642395 Iteration 8Q: 3 clusters Score -33433 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -33439.546875 Penalty: 650.642395 Iteration 9Q: 3 clusters Score -33439.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -33445.296875 Penalty: 650.642395 Iteration 10Q: 3 clusters Score -33445.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -33450.968750 Penalty: 650.642395 Iteration 11Q: 3 clusters Score -33450.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -33459.542969 Penalty: 650.642395 Iteration 12Q: 3 clusters Score -33459.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -33465.414062 Penalty: 650.642395 Iteration 13Q: 3 clusters Score -33465.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -33469.882812 Penalty: 650.642395 Iteration 14Q: 3 clusters Score -33469.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -33472.136719 Penalty: 650.642395 Iteration 15Q: 3 clusters Score -33472.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -33474.140625 Penalty: 650.642395 Iteration 16Q: 3 clusters Score -33474.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -33475.281250 Penalty: 650.642395 Iteration 17Q: 3 clusters Score -33475.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -33475.628906 Penalty: 650.642395 Iteration 18Q: 3 clusters Score -33475.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -33476.179688 Penalty: 650.642395 Iteration 19Q: 3 clusters Score -33476.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -33476.339844 Penalty: 650.642395 Iteration 20F: 3 clusters Score -33476.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Entering Unmasked Estep Score: -82392.914062 Penalty: 355.775177 Iteration 0F: 2 clusters Score -82392.91 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 1228 members Entering Unmasked Estep Score: -80613.312500 Penalty: 711.550354 Iteration 0F: 3 clusters Score -80613.31 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -81225.796875 Penalty: 711.550354 Iteration 1F: 3 clusters Score -81225.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -81304.773438 Penalty: 711.550354 Iteration 2F: 3 clusters Score -81304.77 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -81363.851562 Penalty: 711.550354 Iteration 3Q: 3 clusters Score -81363.85 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -81415.406250 Penalty: 711.550354 Iteration 4Q: 3 clusters Score -81415.41 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -81453.890625 Penalty: 711.550354 Iteration 5Q: 3 clusters Score -81453.89 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -81487.726562 Penalty: 711.550354 Iteration 6Q: 3 clusters Score -81487.73 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -81523.570312 Penalty: 711.550354 Iteration 7Q: 3 clusters Score -81523.57 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -81568.531250 Penalty: 711.550354 Iteration 8Q: 3 clusters Score -81568.53 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -81622.093750 Penalty: 711.550354 Iteration 9Q: 3 clusters Score -81622.09 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -81671.898438 Penalty: 711.550354 Iteration 10Q: 3 clusters Score -81671.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -81729.312500 Penalty: 711.550354 Iteration 11Q: 3 clusters Score -81729.31 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -81780.289062 Penalty: 711.550354 Iteration 12Q: 3 clusters Score -81780.29 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -81815.210938 Penalty: 711.550354 Iteration 13Q: 3 clusters Score -81815.21 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -81849.304688 Penalty: 711.550354 Iteration 14Q: 3 clusters Score -81849.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -81872.812500 Penalty: 711.550354 Iteration 15Q: 3 clusters Score -81872.81 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -81896.382812 Penalty: 711.550354 Iteration 16Q: 3 clusters Score -81896.38 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -81916.882812 Penalty: 711.550354 Iteration 17Q: 3 clusters Score -81916.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -81930.554688 Penalty: 711.550354 Iteration 18Q: 3 clusters Score -81930.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -81948.679688 Penalty: 711.550354 Iteration 19Q: 3 clusters Score -81948.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -81962.210938 Penalty: 711.550354 Iteration 20F: 3 clusters Score -81962.21 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -81978.726562 Penalty: 711.550354 Iteration 21Q: 3 clusters Score -81978.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -81994.710938 Penalty: 711.550354 Iteration 22Q: 3 clusters Score -81994.71 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -82006.031250 Penalty: 711.550354 Iteration 23Q: 3 clusters Score -82006.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -82012.453125 Penalty: 711.550354 Iteration 24Q: 3 clusters Score -82012.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -82014.289062 Penalty: 711.550354 Iteration 25Q: 3 clusters Score -82014.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -82015.859375 Penalty: 711.550354 Iteration 26Q: 3 clusters Score -82015.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -82019.062500 Penalty: 711.550354 Iteration 27Q: 3 clusters Score -82019.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -82020.851562 Penalty: 711.550354 Iteration 28Q: 3 clusters Score -82020.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -82024.695312 Penalty: 711.550354 Iteration 29Q: 3 clusters Score -82024.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -82025.664062 Penalty: 711.550354 Iteration 30Q: 3 clusters Score -82025.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -82026.953125 Penalty: 711.550354 Iteration 31Q: 3 clusters Score -82026.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -82027.789062 Penalty: 711.550354 Iteration 32Q: 3 clusters Score -82027.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -82027.914062 Penalty: 711.550354 Iteration 33Q: 3 clusters Score -82027.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -82028.406250 Penalty: 711.550354 Iteration 34Q: 3 clusters Score -82028.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -82028.406250 Penalty: 711.550354 Iteration 35F: 3 clusters Score -82028.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Entering Unmasked Estep Score: -167484.390625 Penalty: 389.622040 Iteration 0F: 2 clusters Score -167484.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -163968.171875 Penalty: 779.244080 Iteration 0F: 3 clusters Score -163968.2 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -165319.671875 Penalty: 779.244080 Iteration 1F: 3 clusters Score -165319.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -165461.343750 Penalty: 779.244080 Iteration 2F: 3 clusters Score -165461.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -165598.531250 Penalty: 779.244080 Iteration 3F: 3 clusters Score -165598.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -165752.265625 Penalty: 779.244080 Iteration 4F: 3 clusters Score -165752.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -165947.781250 Penalty: 779.244080 Iteration 5F: 3 clusters Score -165947.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -166166.953125 Penalty: 779.244080 Iteration 6F: 3 clusters Score -166167 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -166410.671875 Penalty: 779.244080 Iteration 7F: 3 clusters Score -166410.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -166587.953125 Penalty: 779.244080 Iteration 8Q: 3 clusters Score -166588 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -166722.281250 Penalty: 779.244080 Iteration 9Q: 3 clusters Score -166722.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -166827.968750 Penalty: 779.244080 Iteration 10Q: 3 clusters Score -166828 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -166909.937500 Penalty: 779.244080 Iteration 11Q: 3 clusters Score -166909.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -166954.328125 Penalty: 779.244080 Iteration 12Q: 3 clusters Score -166954.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -166993.640625 Penalty: 779.244080 Iteration 13Q: 3 clusters Score -166993.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -167028.609375 Penalty: 779.244080 Iteration 14Q: 3 clusters Score -167028.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -167066.343750 Penalty: 779.244080 Iteration 15Q: 3 clusters Score -167066.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -167090.750000 Penalty: 779.244080 Iteration 16Q: 3 clusters Score -167090.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -167105.171875 Penalty: 779.244080 Iteration 17Q: 3 clusters Score -167105.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -167114.968750 Penalty: 779.244080 Iteration 18Q: 3 clusters Score -167115 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -167121.546875 Penalty: 779.244080 Iteration 19Q: 3 clusters Score -167121.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -167124.718750 Penalty: 779.244080 Iteration 20F: 3 clusters Score -167124.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -167126.625000 Penalty: 779.244080 Iteration 21Q: 3 clusters Score -167126.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -167127.781250 Penalty: 779.244080 Iteration 22Q: 3 clusters Score -167127.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -167130.687500 Penalty: 779.244080 Iteration 23Q: 3 clusters Score -167130.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -167131.546875 Penalty: 779.244080 Iteration 24Q: 3 clusters Score -167131.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -167131.859375 Penalty: 779.244080 Iteration 25Q: 3 clusters Score -167131.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -167132.046875 Penalty: 779.244080 Iteration 26Q: 3 clusters Score -167132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -167132.203125 Penalty: 779.244080 Iteration 27Q: 3 clusters Score -167132.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -167133.140625 Penalty: 779.244080 Iteration 28Q: 3 clusters Score -167133.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -167133.812500 Penalty: 779.244080 Iteration 29Q: 3 clusters Score -167133.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -167134.031250 Penalty: 779.244080 Iteration 30Q: 3 clusters Score -167134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -167134.453125 Penalty: 779.244080 Iteration 31Q: 3 clusters Score -167134.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -167134.734375 Penalty: 779.244080 Iteration 32Q: 3 clusters Score -167134.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -167134.734375 Penalty: 779.244080 Iteration 33F: 3 clusters Score -167134.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Entering Unmasked Estep Score: -41091.003906 Penalty: 333.234283 Iteration 0F: 2 clusters Score -41091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -39975.410156 Penalty: 666.468567 Iteration 0F: 3 clusters Score -39975.41 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -40318.039062 Penalty: 666.468567 Iteration 1F: 3 clusters Score -40318.04 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -40383.722656 Penalty: 666.468567 Iteration 2F: 3 clusters Score -40383.72 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -40448.785156 Penalty: 666.468567 Iteration 3F: 3 clusters Score -40448.79 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -40506.800781 Penalty: 666.468567 Iteration 4Q: 3 clusters Score -40506.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -40570.406250 Penalty: 666.468567 Iteration 5Q: 3 clusters Score -40570.41 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -40677.101562 Penalty: 666.468567 Iteration 6Q: 3 clusters Score -40677.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -40795.390625 Penalty: 666.468567 Iteration 7Q: 3 clusters Score -40795.39 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -40875.777344 Penalty: 666.468567 Iteration 8Q: 3 clusters Score -40875.78 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -40942.589844 Penalty: 666.468567 Iteration 9Q: 3 clusters Score -40942.59 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -41020.328125 Penalty: 666.468567 Iteration 10F: 3 clusters Score -41020.33 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -41081.281250 Penalty: 666.468567 Iteration 11Q: 3 clusters Score -41081.28 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -41156.855469 Penalty: 666.468567 Iteration 12F: 3 clusters Score -41156.86 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -41210.207031 Penalty: 666.468567 Iteration 13Q: 3 clusters Score -41210.21 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -41245.941406 Penalty: 666.468567 Iteration 14Q: 3 clusters Score -41245.94 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -41269.378906 Penalty: 666.468567 Iteration 15Q: 3 clusters Score -41269.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -41285.253906 Penalty: 666.468567 Iteration 16Q: 3 clusters Score -41285.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -41300.859375 Penalty: 666.468567 Iteration 17Q: 3 clusters Score -41300.86 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -41315.226562 Penalty: 666.468567 Iteration 18Q: 3 clusters Score -41315.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -41324.757812 Penalty: 666.468567 Iteration 19Q: 3 clusters Score -41324.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -41328.523438 Penalty: 666.468567 Iteration 20F: 3 clusters Score -41328.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -41329.378906 Penalty: 666.468567 Iteration 21Q: 3 clusters Score -41329.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -41329.886719 Penalty: 666.468567 Iteration 22Q: 3 clusters Score -41329.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -41330.191406 Penalty: 666.468567 Iteration 23Q: 3 clusters Score -41330.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -41330.757812 Penalty: 666.468567 Iteration 24Q: 3 clusters Score -41330.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -41331.128906 Penalty: 666.468567 Iteration 25Q: 3 clusters Score -41331.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -41331.390625 Penalty: 666.468567 Iteration 26Q: 3 clusters Score -41331.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -41331.644531 Penalty: 666.468567 Iteration 27Q: 3 clusters Score -41331.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -41331.644531 Penalty: 666.468567 Iteration 28F: 3 clusters Score -41331.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1570 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9051 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 978 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 657 members Mstep: Class 28 contains 538 members Entering Unmasked Estep Score: -2651250.750000 Penalty: 14583.205078 Splitting cluster 25 changes total score from -2651193.750000 to -2651250.750000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 26 (2951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Entering Unmasked Estep Score: -95126.828125 Penalty: 363.540405 Iteration 0F: 2 clusters Score -95126.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -93075.640625 Penalty: 727.080811 Iteration 0F: 3 clusters Score -93075.64 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -93823.937500 Penalty: 727.080811 Iteration 1F: 3 clusters Score -93823.94 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -93984.710938 Penalty: 727.080811 Iteration 2F: 3 clusters Score -93984.71 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -94123.531250 Penalty: 727.080811 Iteration 3F: 3 clusters Score -94123.53 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -94236.156250 Penalty: 727.080811 Iteration 4F: 3 clusters Score -94236.16 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -94334.078125 Penalty: 727.080811 Iteration 5Q: 3 clusters Score -94334.08 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -94393.703125 Penalty: 727.080811 Iteration 6Q: 3 clusters Score -94393.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -94441.257812 Penalty: 727.080811 Iteration 7Q: 3 clusters Score -94441.26 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -94482.617188 Penalty: 727.080811 Iteration 8Q: 3 clusters Score -94482.62 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -94508.359375 Penalty: 727.080811 Iteration 9Q: 3 clusters Score -94508.36 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -94526.828125 Penalty: 727.080811 Iteration 10Q: 3 clusters Score -94526.83 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -94537.320312 Penalty: 727.080811 Iteration 11Q: 3 clusters Score -94537.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -94544.210938 Penalty: 727.080811 Iteration 12Q: 3 clusters Score -94544.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -94548.156250 Penalty: 727.080811 Iteration 13Q: 3 clusters Score -94548.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -94550.695312 Penalty: 727.080811 Iteration 14Q: 3 clusters Score -94550.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -94553.140625 Penalty: 727.080811 Iteration 15Q: 3 clusters Score -94553.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -94557.601562 Penalty: 727.080811 Iteration 16Q: 3 clusters Score -94557.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -94562.976562 Penalty: 727.080811 Iteration 17Q: 3 clusters Score -94562.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -94568.742188 Penalty: 727.080811 Iteration 18Q: 3 clusters Score -94568.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -94572.515625 Penalty: 727.080811 Iteration 19Q: 3 clusters Score -94572.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -94576.265625 Penalty: 727.080811 Iteration 20F: 3 clusters Score -94576.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -94583.734375 Penalty: 727.080811 Iteration 21Q: 3 clusters Score -94583.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -94589.390625 Penalty: 727.080811 Iteration 22Q: 3 clusters Score -94589.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -94595.273438 Penalty: 727.080811 Iteration 23Q: 3 clusters Score -94595.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -94599.765625 Penalty: 727.080811 Iteration 24Q: 3 clusters Score -94599.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -94602.523438 Penalty: 727.080811 Iteration 25Q: 3 clusters Score -94602.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -94606.312500 Penalty: 727.080811 Iteration 26Q: 3 clusters Score -94606.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -94609.078125 Penalty: 727.080811 Iteration 27Q: 3 clusters Score -94609.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -94612.226562 Penalty: 727.080811 Iteration 28Q: 3 clusters Score -94612.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -94618.250000 Penalty: 727.080811 Iteration 29Q: 3 clusters Score -94618.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -94626.000000 Penalty: 727.080811 Iteration 30Q: 3 clusters Score -94626 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -94635.289062 Penalty: 727.080811 Iteration 31Q: 3 clusters Score -94635.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -94644.742188 Penalty: 727.080811 Iteration 32Q: 3 clusters Score -94644.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -94653.500000 Penalty: 727.080811 Iteration 33Q: 3 clusters Score -94653.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -94662.460938 Penalty: 727.080811 Iteration 34Q: 3 clusters Score -94662.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -94671.585938 Penalty: 727.080811 Iteration 35Q: 3 clusters Score -94671.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94679.820312 Penalty: 727.080811 Iteration 36Q: 3 clusters Score -94679.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -94690.109375 Penalty: 727.080811 Iteration 37Q: 3 clusters Score -94690.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -94700.664062 Penalty: 727.080811 Iteration 38Q: 3 clusters Score -94700.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -94710.539062 Penalty: 727.080811 Iteration 39Q: 3 clusters Score -94710.54 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -94722.062500 Penalty: 727.080811 Iteration 40F: 3 clusters Score -94722.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -94731.429688 Penalty: 727.080811 Iteration 41Q: 3 clusters Score -94731.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -94740.046875 Penalty: 727.080811 Iteration 42Q: 3 clusters Score -94740.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -94747.312500 Penalty: 727.080811 Iteration 43Q: 3 clusters Score -94747.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -94753.953125 Penalty: 727.080811 Iteration 44Q: 3 clusters Score -94753.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -94761.546875 Penalty: 727.080811 Iteration 45Q: 3 clusters Score -94761.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -94768.046875 Penalty: 727.080811 Iteration 46Q: 3 clusters Score -94768.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -94773.046875 Penalty: 727.080811 Iteration 47Q: 3 clusters Score -94773.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -94777.679688 Penalty: 727.080811 Iteration 48Q: 3 clusters Score -94777.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -94781.835938 Penalty: 727.080811 Iteration 49Q: 3 clusters Score -94781.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -94784.523438 Penalty: 727.080811 Iteration 50Q: 3 clusters Score -94784.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -94788.390625 Penalty: 727.080811 Iteration 51Q: 3 clusters Score -94788.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -94793.484375 Penalty: 727.080811 Iteration 52Q: 3 clusters Score -94793.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -94795.546875 Penalty: 727.080811 Iteration 53Q: 3 clusters Score -94795.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -94797.804688 Penalty: 727.080811 Iteration 54Q: 3 clusters Score -94797.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -94799.039062 Penalty: 727.080811 Iteration 55Q: 3 clusters Score -94799.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -94802.507812 Penalty: 727.080811 Iteration 56Q: 3 clusters Score -94802.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -94805.523438 Penalty: 727.080811 Iteration 57Q: 3 clusters Score -94805.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -94807.468750 Penalty: 727.080811 Iteration 58Q: 3 clusters Score -94807.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -94808.210938 Penalty: 727.080811 Iteration 59Q: 3 clusters Score -94808.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -94808.679688 Penalty: 727.080811 Iteration 60F: 3 clusters Score -94808.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -94809.390625 Penalty: 727.080811 Iteration 61Q: 3 clusters Score -94809.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -94810.046875 Penalty: 727.080811 Iteration 62Q: 3 clusters Score -94810.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -94810.679688 Penalty: 727.080811 Iteration 63Q: 3 clusters Score -94810.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -94811.054688 Penalty: 727.080811 Iteration 64Q: 3 clusters Score -94811.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -94811.054688 Penalty: 727.080811 Iteration 65F: 3 clusters Score -94811.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (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: -22250.720703 Penalty: 295.189636 Iteration 0F: 2 clusters Score -22250.72 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 348 members Entering Unmasked Estep Score: -21641.857422 Penalty: 590.379272 Iteration 0F: 3 clusters Score -21641.86 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -21807.173828 Penalty: 590.379272 Iteration 1F: 3 clusters Score -21807.17 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -21830.248047 Penalty: 590.379272 Iteration 2F: 3 clusters Score -21830.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -21845.304688 Penalty: 590.379272 Iteration 3Q: 3 clusters Score -21845.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -21855.585938 Penalty: 590.379272 Iteration 4Q: 3 clusters Score -21855.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -21864.437500 Penalty: 590.379272 Iteration 5Q: 3 clusters Score -21864.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -21872.666016 Penalty: 590.379272 Iteration 6Q: 3 clusters Score -21872.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -21883.830078 Penalty: 590.379272 Iteration 7Q: 3 clusters Score -21883.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -21889.652344 Penalty: 590.379272 Iteration 8Q: 3 clusters Score -21889.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -21895.123047 Penalty: 590.379272 Iteration 9Q: 3 clusters Score -21895.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -21898.486328 Penalty: 590.379272 Iteration 10Q: 3 clusters Score -21898.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -21903.880859 Penalty: 590.379272 Iteration 11Q: 3 clusters Score -21903.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -21908.427734 Penalty: 590.379272 Iteration 12Q: 3 clusters Score -21908.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -21911.753906 Penalty: 590.379272 Iteration 13Q: 3 clusters Score -21911.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -21917.677734 Penalty: 590.379272 Iteration 14Q: 3 clusters Score -21917.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -21924.568359 Penalty: 590.379272 Iteration 15Q: 3 clusters Score -21924.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -21926.246094 Penalty: 590.379272 Iteration 16Q: 3 clusters Score -21926.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -21926.613281 Penalty: 590.379272 Iteration 17Q: 3 clusters Score -21926.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -21927.328125 Penalty: 590.379272 Iteration 18Q: 3 clusters Score -21927.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -21927.328125 Penalty: 590.379272 Iteration 19F: 3 clusters Score -21927.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1570 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9051 members Mstep: Class 9 contains 176 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2444 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4852 members Mstep: Class 22 contains 1274 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5235 members Mstep: Class 25 contains 978 members Mstep: Class 26 contains 2951 members Mstep: Class 27 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -2651346.000000 Penalty: 14583.205078 Iteration 119Q: 29 clusters Score -2651346 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3129 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1566 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12901 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 9005 members Mstep: Class 9 contains 177 members Mstep: Class 10 contains 15738 members Mstep: Class 11 contains 2249 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 451 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2458 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 4856 members Mstep: Class 22 contains 1281 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5237 members Mstep: Class 25 contains 1102 members Mstep: Class 26 contains 2952 members Mstep: Class 27 contains 662 members Mstep: Class 28 contains 478 members Entering Unmasked Estep ConsiderDeletion Score: -2651454.500000 Penalty: 14583.205078 Iteration 120F: 29 clusters Score -2651454 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1565 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12900 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8961 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2239 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2374 members Mstep: Class 14 contains 439 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2468 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 704 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4854 members Mstep: Class 22 contains 1284 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5238 members Mstep: Class 25 contains 1174 members Mstep: Class 26 contains 2953 members Mstep: Class 27 contains 669 members Mstep: Class 28 contains 471 members Entering Unmasked Estep ConsiderDeletion Score: -2651501.250000 Penalty: 14583.205078 Iteration 121Q: 29 clusters Score -2651501 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 1563 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12899 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8923 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 15736 members Mstep: Class 11 contains 2234 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2373 members Mstep: Class 14 contains 429 members Mstep: Class 15 contains 1266 members Mstep: Class 16 contains 2462 members Mstep: Class 17 contains 8875 members Mstep: Class 18 contains 705 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4856 members Mstep: Class 22 contains 1284 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5240 members Mstep: Class 25 contains 1229 members Mstep: Class 26 contains 2954 members Mstep: Class 27 contains 678 members Mstep: Class 28 contains 463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 520.309937 but Gain 520.828125 Score: -2651533.250000 Penalty: 14062.376953 Iteration 122Q: 28 clusters Score -2651533 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12899 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 8899 members Mstep: Class 10 contains 15737 members Mstep: Class 11 contains 2241 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2371 members Mstep: Class 14 contains 433 members Mstep: Class 15 contains 1269 members Mstep: Class 16 contains 2461 members Mstep: Class 17 contains 8873 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4877 members Mstep: Class 22 contains 1291 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5240 members Mstep: Class 25 contains 1283 members Mstep: Class 26 contains 2957 members Mstep: Class 27 contains 687 members Mstep: Class 28 contains 540 members Entering Unmasked Estep ConsiderDeletion Score: -2651932.250000 Penalty: 14062.376953 Iteration 123Q: 28 clusters Score -2651932 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12898 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8885 members Mstep: Class 10 contains 15737 members Mstep: Class 11 contains 2234 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 423 members Mstep: Class 15 contains 1269 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 8873 members Mstep: Class 18 contains 715 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4884 members Mstep: Class 22 contains 1288 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5240 members Mstep: Class 25 contains 1304 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 697 members Mstep: Class 28 contains 544 members Entering Unmasked Estep ConsiderDeletion Score: -2651986.750000 Penalty: 14062.376953 Iteration 124Q: 28 clusters Score -2651987 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12898 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8867 members Mstep: Class 10 contains 15741 members Mstep: Class 11 contains 2227 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2370 members Mstep: Class 14 contains 419 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 2458 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4888 members Mstep: Class 22 contains 1285 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5240 members Mstep: Class 25 contains 1326 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 702 members Mstep: Class 28 contains 547 members Entering Unmasked Estep ConsiderDeletion Score: -2652013.250000 Penalty: 14062.376953 Iteration 125Q: 28 clusters Score -2652013 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4400 members Mstep: Class 6 contains 12897 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8849 members Mstep: Class 10 contains 15744 members Mstep: Class 11 contains 2223 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2368 members Mstep: Class 14 contains 415 members Mstep: Class 15 contains 1266 members Mstep: Class 16 contains 2457 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 712 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4894 members Mstep: Class 22 contains 1282 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5237 members Mstep: Class 25 contains 1349 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 709 members Mstep: Class 28 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -2652038.000000 Penalty: 14062.376953 Iteration 126Q: 28 clusters Score -2652038 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4401 members Mstep: Class 6 contains 12897 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8831 members Mstep: Class 10 contains 15744 members Mstep: Class 11 contains 2224 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2367 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 1266 members Mstep: Class 16 contains 2456 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 710 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4901 members Mstep: Class 22 contains 1277 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5234 members Mstep: Class 25 contains 1365 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 720 members Mstep: Class 28 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -2652062.750000 Penalty: 14062.376953 Iteration 127Q: 28 clusters Score -2652063 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4401 members Mstep: Class 6 contains 12895 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8812 members Mstep: Class 10 contains 15746 members Mstep: Class 11 contains 2218 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2366 members Mstep: Class 14 contains 404 members Mstep: Class 15 contains 1265 members Mstep: Class 16 contains 2449 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 709 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4909 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5233 members Mstep: Class 25 contains 1393 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 729 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -2652076.000000 Penalty: 14062.376953 Iteration 128Q: 28 clusters Score -2652076 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4401 members Mstep: Class 6 contains 12894 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8794 members Mstep: Class 10 contains 15748 members Mstep: Class 11 contains 2215 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2365 members Mstep: Class 14 contains 400 members Mstep: Class 15 contains 1265 members Mstep: Class 16 contains 2446 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4910 members Mstep: Class 22 contains 1270 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1415 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 736 members Mstep: Class 28 contains 555 members Entering Unmasked Estep ConsiderDeletion Score: -2652090.500000 Penalty: 14062.376953 Iteration 129Q: 28 clusters Score -2652090 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8778 members Mstep: Class 10 contains 15748 members Mstep: Class 11 contains 2215 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2364 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 1265 members Mstep: Class 16 contains 2442 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4910 members Mstep: Class 22 contains 1270 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 1432 members Mstep: Class 26 contains 2961 members Mstep: Class 27 contains 741 members Mstep: Class 28 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -2652098.000000 Penalty: 14062.376953 Iteration 130Q: 28 clusters Score -2652098 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8768 members Mstep: Class 10 contains 15749 members Mstep: Class 11 contains 2218 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 389 members Mstep: Class 15 contains 1265 members Mstep: Class 16 contains 2442 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4912 members Mstep: Class 22 contains 1270 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5229 members Mstep: Class 25 contains 1442 members Mstep: Class 26 contains 2960 members Mstep: Class 27 contains 744 members Mstep: Class 28 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -2652104.000000 Penalty: 14062.376953 Iteration 131Q: 28 clusters Score -2652104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8759 members Mstep: Class 10 contains 15749 members Mstep: Class 11 contains 2217 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 384 members Mstep: Class 15 contains 1265 members Mstep: Class 16 contains 2442 members Mstep: Class 17 contains 8872 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4912 members Mstep: Class 22 contains 1270 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5229 members Mstep: Class 25 contains 1453 members Mstep: Class 26 contains 2961 members Mstep: Class 27 contains 746 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652109.250000 Penalty: 14062.376953 Iteration 132Q: 28 clusters Score -2652109 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8746 members Mstep: Class 10 contains 15749 members Mstep: Class 11 contains 2218 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 382 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2440 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 707 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4912 members Mstep: Class 22 contains 1271 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 1466 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 748 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652105.500000 Penalty: 14062.376953 Iteration 133Q: 28 clusters Score -2652106 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8736 members Mstep: Class 10 contains 15749 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 382 members Mstep: Class 15 contains 1263 members Mstep: Class 16 contains 2436 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1475 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 750 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652114.250000 Penalty: 14062.376953 Iteration 134Q: 28 clusters Score -2652114 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8725 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2221 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 380 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2432 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 709 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1488 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 750 members Mstep: Class 28 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -2652113.750000 Penalty: 14062.376953 Iteration 135Q: 28 clusters Score -2652114 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8716 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 379 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 709 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3289 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1498 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652117.500000 Penalty: 14062.376953 Iteration 136Q: 28 clusters Score -2652118 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8709 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 378 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1507 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652121.000000 Penalty: 14062.376953 Iteration 137Q: 28 clusters Score -2652121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8709 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 377 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1508 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652121.250000 Penalty: 14062.376953 Iteration 138Q: 28 clusters Score -2652121 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8708 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 375 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1512 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -2652121.250000 Penalty: 14062.376953 Iteration 139Q: 28 clusters Score -2652121 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8707 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 373 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1514 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 751 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652123.750000 Penalty: 14062.376953 Iteration 140F: 28 clusters Score -2652124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8705 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 371 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5232 members Mstep: Class 25 contains 1517 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652122.750000 Penalty: 14062.376953 Iteration 141Q: 28 clusters Score -2652123 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8703 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 369 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1521 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652122.500000 Penalty: 14062.376953 Iteration 142Q: 28 clusters Score -2652122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8703 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 368 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1521 members Mstep: Class 26 contains 2962 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652123.750000 Penalty: 14062.376953 Iteration 143Q: 28 clusters Score -2652124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8703 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 366 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1522 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652125.250000 Penalty: 14062.376953 Iteration 144Q: 28 clusters Score -2652125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3128 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8704 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 365 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1522 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 754 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652125.000000 Penalty: 14062.376953 Iteration 145Q: 28 clusters Score -2652125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8705 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5231 members Mstep: Class 25 contains 1523 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 755 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652124.000000 Penalty: 14062.376953 Iteration 146Q: 28 clusters Score -2652124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8705 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 1523 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 756 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652125.500000 Penalty: 14062.376953 Iteration 147Q: 28 clusters Score -2652126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8705 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 1523 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 756 members Mstep: Class 28 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -2652125.500000 Penalty: 14062.376953 Iteration 148F: 28 clusters Score -2652126 nChanged 0 Entering ConstructFrom: Score: -2652125.500000 Penalty: 14062.376953 Entering ConstructFrom: Trying to split cluster 1 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -12270.725586 Penalty: 274.614410 Iteration 0F: 2 clusters Score -12270.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -11833.128906 Penalty: 549.228821 Iteration 0F: 3 clusters Score -11833.13 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -11933.972656 Penalty: 549.228821 Iteration 1F: 3 clusters Score -11933.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -11964.644531 Penalty: 549.228821 Iteration 2F: 3 clusters Score -11964.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -11981.458984 Penalty: 549.228821 Iteration 3Q: 3 clusters Score -11981.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11989.226562 Penalty: 549.228821 Iteration 4Q: 3 clusters Score -11989.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11994.165039 Penalty: 549.228821 Iteration 5Q: 3 clusters Score -11994.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -11998.743164 Penalty: 549.228821 Iteration 6Q: 3 clusters Score -11998.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -11999.868164 Penalty: 549.228821 Iteration 7Q: 3 clusters Score -11999.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -12001.113281 Penalty: 549.228821 Iteration 8Q: 3 clusters Score -12001.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12002.942383 Penalty: 549.228821 Iteration 9Q: 3 clusters Score -12002.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12006.223633 Penalty: 549.228821 Iteration 10Q: 3 clusters Score -12006.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -12007.372070 Penalty: 549.228821 Iteration 11Q: 3 clusters Score -12007.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -12007.372070 Penalty: 549.228821 Iteration 12F: 3 clusters Score -12007.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Entering Unmasked Estep Score: -101172.398438 Penalty: 366.176239 Iteration 0F: 2 clusters Score -101172.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -99031.796875 Penalty: 732.352478 Iteration 0F: 3 clusters Score -99031.8 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -99754.492188 Penalty: 732.352478 Iteration 1F: 3 clusters Score -99754.49 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -99847.718750 Penalty: 732.352478 Iteration 2F: 3 clusters Score -99847.72 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -99936.929688 Penalty: 732.352478 Iteration 3F: 3 clusters Score -99936.93 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -100052.421875 Penalty: 732.352478 Iteration 4F: 3 clusters Score -100052.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -100200.726562 Penalty: 732.352478 Iteration 5F: 3 clusters Score -100200.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -100375.859375 Penalty: 732.352478 Iteration 6F: 3 clusters Score -100375.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -100565.507812 Penalty: 732.352478 Iteration 7F: 3 clusters Score -100565.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -100692.046875 Penalty: 732.352478 Iteration 8Q: 3 clusters Score -100692 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -100754.578125 Penalty: 732.352478 Iteration 9Q: 3 clusters Score -100754.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -100790.453125 Penalty: 732.352478 Iteration 10Q: 3 clusters Score -100790.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -100810.484375 Penalty: 732.352478 Iteration 11Q: 3 clusters Score -100810.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -100827.367188 Penalty: 732.352478 Iteration 12Q: 3 clusters Score -100827.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -100832.179688 Penalty: 732.352478 Iteration 13Q: 3 clusters Score -100832.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -100840.351562 Penalty: 732.352478 Iteration 14Q: 3 clusters Score -100840.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -100845.585938 Penalty: 732.352478 Iteration 15Q: 3 clusters Score -100845.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -100848.039062 Penalty: 732.352478 Iteration 16Q: 3 clusters Score -100848 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -100851.742188 Penalty: 732.352478 Iteration 17Q: 3 clusters Score -100851.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -100852.945312 Penalty: 732.352478 Iteration 18Q: 3 clusters Score -100852.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -100854.382812 Penalty: 732.352478 Iteration 19Q: 3 clusters Score -100854.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -100854.710938 Penalty: 732.352478 Iteration 20F: 3 clusters Score -100854.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Entering Unmasked Estep Score: -43629.160156 Penalty: 330.385742 Iteration 0F: 2 clusters Score -43629.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -42572.890625 Penalty: 660.771484 Iteration 0F: 3 clusters Score -42572.89 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -42855.949219 Penalty: 660.771484 Iteration 1F: 3 clusters Score -42855.95 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -42912.351562 Penalty: 660.771484 Iteration 2F: 3 clusters Score -42912.35 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -42957.289062 Penalty: 660.771484 Iteration 3F: 3 clusters Score -42957.29 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -42998.882812 Penalty: 660.771484 Iteration 4Q: 3 clusters Score -42998.88 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -43036.902344 Penalty: 660.771484 Iteration 5Q: 3 clusters Score -43036.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -43063.300781 Penalty: 660.771484 Iteration 6Q: 3 clusters Score -43063.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -43095.195312 Penalty: 660.771484 Iteration 7Q: 3 clusters Score -43095.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -43123.296875 Penalty: 660.771484 Iteration 8Q: 3 clusters Score -43123.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -43143.820312 Penalty: 660.771484 Iteration 9Q: 3 clusters Score -43143.82 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -43162.437500 Penalty: 660.771484 Iteration 10Q: 3 clusters Score -43162.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -43175.339844 Penalty: 660.771484 Iteration 11Q: 3 clusters Score -43175.34 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -43191.992188 Penalty: 660.771484 Iteration 12Q: 3 clusters Score -43191.99 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -43211.593750 Penalty: 660.771484 Iteration 13Q: 3 clusters Score -43211.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -43229.996094 Penalty: 660.771484 Iteration 14Q: 3 clusters Score -43230 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -43251.546875 Penalty: 660.771484 Iteration 15Q: 3 clusters Score -43251.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -43267.042969 Penalty: 660.771484 Iteration 16Q: 3 clusters Score -43267.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -43281.769531 Penalty: 660.771484 Iteration 17Q: 3 clusters Score -43281.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -43298.425781 Penalty: 660.771484 Iteration 18Q: 3 clusters Score -43298.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -43308.082031 Penalty: 660.771484 Iteration 19Q: 3 clusters Score -43308.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -43309.933594 Penalty: 660.771484 Iteration 20F: 3 clusters Score -43309.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Entering Unmasked Estep Score: -47554.312500 Penalty: 334.477692 Iteration 0F: 2 clusters Score -47554.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -46384.972656 Penalty: 668.955383 Iteration 0F: 3 clusters Score -46384.97 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -46752.960938 Penalty: 668.955383 Iteration 1F: 3 clusters Score -46752.96 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -46813.953125 Penalty: 668.955383 Iteration 2F: 3 clusters Score -46813.95 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -46865.320312 Penalty: 668.955383 Iteration 3F: 3 clusters Score -46865.32 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -46912.542969 Penalty: 668.955383 Iteration 4Q: 3 clusters Score -46912.54 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -46958.707031 Penalty: 668.955383 Iteration 5Q: 3 clusters Score -46958.71 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -47000.726562 Penalty: 668.955383 Iteration 6Q: 3 clusters Score -47000.73 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -47020.414062 Penalty: 668.955383 Iteration 7Q: 3 clusters Score -47020.41 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -47035.804688 Penalty: 668.955383 Iteration 8Q: 3 clusters Score -47035.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -47047.531250 Penalty: 668.955383 Iteration 9Q: 3 clusters Score -47047.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -47060.296875 Penalty: 668.955383 Iteration 10Q: 3 clusters Score -47060.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -47070.414062 Penalty: 668.955383 Iteration 11Q: 3 clusters Score -47070.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -47077.722656 Penalty: 668.955383 Iteration 12Q: 3 clusters Score -47077.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -47084.828125 Penalty: 668.955383 Iteration 13Q: 3 clusters Score -47084.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -47089.203125 Penalty: 668.955383 Iteration 14Q: 3 clusters Score -47089.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -47093.679688 Penalty: 668.955383 Iteration 15Q: 3 clusters Score -47093.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -47099.097656 Penalty: 668.955383 Iteration 16Q: 3 clusters Score -47099.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -47105.500000 Penalty: 668.955383 Iteration 17Q: 3 clusters Score -47105.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -47112.894531 Penalty: 668.955383 Iteration 18Q: 3 clusters Score -47112.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -47115.992188 Penalty: 668.955383 Iteration 19Q: 3 clusters Score -47115.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -47116.625000 Penalty: 668.955383 Iteration 20F: 3 clusters Score -47116.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -47116.964844 Penalty: 668.955383 Iteration 21Q: 3 clusters Score -47116.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -47116.964844 Penalty: 668.955383 Iteration 22F: 3 clusters Score -47116.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Entering Unmasked Estep Score: -143692.515625 Penalty: 381.736542 Iteration 0F: 2 clusters Score -143692.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -140648.703125 Penalty: 763.473083 Iteration 0F: 3 clusters Score -140648.7 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -141776.296875 Penalty: 763.473083 Iteration 1F: 3 clusters Score -141776.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -141920.187500 Penalty: 763.473083 Iteration 2F: 3 clusters Score -141920.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -142047.640625 Penalty: 763.473083 Iteration 3F: 3 clusters Score -142047.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -142204.296875 Penalty: 763.473083 Iteration 4F: 3 clusters Score -142204.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -142377.359375 Penalty: 763.473083 Iteration 5F: 3 clusters Score -142377.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -142520.562500 Penalty: 763.473083 Iteration 6F: 3 clusters Score -142520.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -142616.828125 Penalty: 763.473083 Iteration 7Q: 3 clusters Score -142616.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -142663.625000 Penalty: 763.473083 Iteration 8Q: 3 clusters Score -142663.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -142689.484375 Penalty: 763.473083 Iteration 9Q: 3 clusters Score -142689.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -142709.828125 Penalty: 763.473083 Iteration 10Q: 3 clusters Score -142709.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -142725.156250 Penalty: 763.473083 Iteration 11Q: 3 clusters Score -142725.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -142738.953125 Penalty: 763.473083 Iteration 12Q: 3 clusters Score -142739 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -142751.765625 Penalty: 763.473083 Iteration 13Q: 3 clusters Score -142751.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -142766.187500 Penalty: 763.473083 Iteration 14Q: 3 clusters Score -142766.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -142775.375000 Penalty: 763.473083 Iteration 15Q: 3 clusters Score -142775.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -142780.687500 Penalty: 763.473083 Iteration 16Q: 3 clusters Score -142780.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -142785.359375 Penalty: 763.473083 Iteration 17Q: 3 clusters Score -142785.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -142791.984375 Penalty: 763.473083 Iteration 18Q: 3 clusters Score -142792 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -142799.921875 Penalty: 763.473083 Iteration 19Q: 3 clusters Score -142799.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -142808.312500 Penalty: 763.473083 Iteration 20F: 3 clusters Score -142808.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -142814.875000 Penalty: 763.473083 Iteration 21Q: 3 clusters Score -142814.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -142821.500000 Penalty: 763.473083 Iteration 22Q: 3 clusters Score -142821.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -142831.687500 Penalty: 763.473083 Iteration 23Q: 3 clusters Score -142831.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -142839.234375 Penalty: 763.473083 Iteration 24Q: 3 clusters Score -142839.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -142846.046875 Penalty: 763.473083 Iteration 25Q: 3 clusters Score -142846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -142851.031250 Penalty: 763.473083 Iteration 26Q: 3 clusters Score -142851 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -142857.359375 Penalty: 763.473083 Iteration 27Q: 3 clusters Score -142857.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -142864.812500 Penalty: 763.473083 Iteration 28Q: 3 clusters Score -142864.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -142870.656250 Penalty: 763.473083 Iteration 29Q: 3 clusters Score -142870.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -142875.734375 Penalty: 763.473083 Iteration 30Q: 3 clusters Score -142875.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -142880.265625 Penalty: 763.473083 Iteration 31Q: 3 clusters Score -142880.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -142886.421875 Penalty: 763.473083 Iteration 32Q: 3 clusters Score -142886.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -142890.218750 Penalty: 763.473083 Iteration 33Q: 3 clusters Score -142890.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -142892.781250 Penalty: 763.473083 Iteration 34Q: 3 clusters Score -142892.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -142894.796875 Penalty: 763.473083 Iteration 35Q: 3 clusters Score -142894.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -142898.671875 Penalty: 763.473083 Iteration 36Q: 3 clusters Score -142898.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -142903.250000 Penalty: 763.473083 Iteration 37Q: 3 clusters Score -142903.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -142907.375000 Penalty: 763.473083 Iteration 38Q: 3 clusters Score -142907.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -142912.906250 Penalty: 763.473083 Iteration 39Q: 3 clusters Score -142912.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -142919.750000 Penalty: 763.473083 Iteration 40F: 3 clusters Score -142919.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -142925.312500 Penalty: 763.473083 Iteration 41Q: 3 clusters Score -142925.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -142929.046875 Penalty: 763.473083 Iteration 42Q: 3 clusters Score -142929 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -142933.000000 Penalty: 763.473083 Iteration 43Q: 3 clusters Score -142933 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -142938.234375 Penalty: 763.473083 Iteration 44Q: 3 clusters Score -142938.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -142941.984375 Penalty: 763.473083 Iteration 45Q: 3 clusters Score -142942 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -142945.437500 Penalty: 763.473083 Iteration 46Q: 3 clusters Score -142945.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -142949.156250 Penalty: 763.473083 Iteration 47Q: 3 clusters Score -142949.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -142956.156250 Penalty: 763.473083 Iteration 48Q: 3 clusters Score -142956.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -142960.453125 Penalty: 763.473083 Iteration 49Q: 3 clusters Score -142960.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -142963.937500 Penalty: 763.473083 Iteration 50Q: 3 clusters Score -142963.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -142967.640625 Penalty: 763.473083 Iteration 51Q: 3 clusters Score -142967.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -142971.500000 Penalty: 763.473083 Iteration 52Q: 3 clusters Score -142971.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -142977.687500 Penalty: 763.473083 Iteration 53Q: 3 clusters Score -142977.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -142988.218750 Penalty: 763.473083 Iteration 54Q: 3 clusters Score -142988.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -143003.515625 Penalty: 763.473083 Iteration 55Q: 3 clusters Score -143003.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -143017.734375 Penalty: 763.473083 Iteration 56Q: 3 clusters Score -143017.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -143029.453125 Penalty: 763.473083 Iteration 57Q: 3 clusters Score -143029.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -143039.875000 Penalty: 763.473083 Iteration 58Q: 3 clusters Score -143039.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -143045.843750 Penalty: 763.473083 Iteration 59Q: 3 clusters Score -143045.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -143053.640625 Penalty: 763.473083 Iteration 60F: 3 clusters Score -143053.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -143058.703125 Penalty: 763.473083 Iteration 61Q: 3 clusters Score -143058.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -143064.484375 Penalty: 763.473083 Iteration 62Q: 3 clusters Score -143064.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -143072.640625 Penalty: 763.473083 Iteration 63Q: 3 clusters Score -143072.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -143082.546875 Penalty: 763.473083 Iteration 64Q: 3 clusters Score -143082.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -143090.734375 Penalty: 763.473083 Iteration 65Q: 3 clusters Score -143090.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -143100.218750 Penalty: 763.473083 Iteration 66Q: 3 clusters Score -143100.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -143110.656250 Penalty: 763.473083 Iteration 67Q: 3 clusters Score -143110.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -143118.296875 Penalty: 763.473083 Iteration 68Q: 3 clusters Score -143118.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -143123.578125 Penalty: 763.473083 Iteration 69Q: 3 clusters Score -143123.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -143126.390625 Penalty: 763.473083 Iteration 70Q: 3 clusters Score -143126.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -143130.828125 Penalty: 763.473083 Iteration 71Q: 3 clusters Score -143130.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -143136.046875 Penalty: 763.473083 Iteration 72Q: 3 clusters Score -143136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -143144.156250 Penalty: 763.473083 Iteration 73Q: 3 clusters Score -143144.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -143153.234375 Penalty: 763.473083 Iteration 74Q: 3 clusters Score -143153.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -143160.734375 Penalty: 763.473083 Iteration 75Q: 3 clusters Score -143160.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -143169.828125 Penalty: 763.473083 Iteration 76Q: 3 clusters Score -143169.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -143182.906250 Penalty: 763.473083 Iteration 77Q: 3 clusters Score -143182.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -143191.859375 Penalty: 763.473083 Iteration 78Q: 3 clusters Score -143191.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -143198.453125 Penalty: 763.473083 Iteration 79Q: 3 clusters Score -143198.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -143211.859375 Penalty: 763.473083 Iteration 80F: 3 clusters Score -143211.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -143225.531250 Penalty: 763.473083 Iteration 81Q: 3 clusters Score -143225.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143238.140625 Penalty: 763.473083 Iteration 82Q: 3 clusters Score -143238.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -143247.531250 Penalty: 763.473083 Iteration 83Q: 3 clusters Score -143247.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -143255.578125 Penalty: 763.473083 Iteration 84Q: 3 clusters Score -143255.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -143261.609375 Penalty: 763.473083 Iteration 85Q: 3 clusters Score -143261.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -143265.281250 Penalty: 763.473083 Iteration 86Q: 3 clusters Score -143265.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -143267.906250 Penalty: 763.473083 Iteration 87Q: 3 clusters Score -143267.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -143271.531250 Penalty: 763.473083 Iteration 88Q: 3 clusters Score -143271.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -143277.375000 Penalty: 763.473083 Iteration 89Q: 3 clusters Score -143277.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -143281.687500 Penalty: 763.473083 Iteration 90Q: 3 clusters Score -143281.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -143292.828125 Penalty: 763.473083 Iteration 91Q: 3 clusters Score -143292.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -143307.484375 Penalty: 763.473083 Iteration 92Q: 3 clusters Score -143307.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -143326.093750 Penalty: 763.473083 Iteration 93Q: 3 clusters Score -143326.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -143339.218750 Penalty: 763.473083 Iteration 94Q: 3 clusters Score -143339.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -143349.125000 Penalty: 763.473083 Iteration 95Q: 3 clusters Score -143349.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -143354.375000 Penalty: 763.473083 Iteration 96Q: 3 clusters Score -143354.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -143356.875000 Penalty: 763.473083 Iteration 97Q: 3 clusters Score -143356.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -143357.703125 Penalty: 763.473083 Iteration 98Q: 3 clusters Score -143357.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -143357.703125 Penalty: 763.473083 Iteration 99F: 3 clusters Score -143357.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Entering Unmasked Estep Score: -419008.500000 Penalty: 430.631989 Iteration 0F: 2 clusters Score -419008.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -410400.250000 Penalty: 861.263977 Iteration 0F: 3 clusters Score -410400.2 nChanged 6121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -414220.250000 Penalty: 861.263977 Iteration 1F: 3 clusters Score -414220.2 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -414771.031250 Penalty: 861.263977 Iteration 2F: 3 clusters Score -414771 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -415531.593750 Penalty: 861.263977 Iteration 3F: 3 clusters Score -415531.6 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -416281.593750 Penalty: 861.263977 Iteration 4F: 3 clusters Score -416281.6 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -416913.156250 Penalty: 861.263977 Iteration 5F: 3 clusters Score -416913.2 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -417390.500000 Penalty: 861.263977 Iteration 6Q: 3 clusters Score -417390.5 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -417690.062500 Penalty: 861.263977 Iteration 7Q: 3 clusters Score -417690.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -417862.156250 Penalty: 861.263977 Iteration 8Q: 3 clusters Score -417862.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -418011.656250 Penalty: 861.263977 Iteration 9Q: 3 clusters Score -418011.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -418134.250000 Penalty: 861.263977 Iteration 10Q: 3 clusters Score -418134.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -418232.281250 Penalty: 861.263977 Iteration 11Q: 3 clusters Score -418232.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -418309.656250 Penalty: 861.263977 Iteration 12Q: 3 clusters Score -418309.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -418378.218750 Penalty: 861.263977 Iteration 13Q: 3 clusters Score -418378.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -418430.531250 Penalty: 861.263977 Iteration 14Q: 3 clusters Score -418430.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -418467.281250 Penalty: 861.263977 Iteration 15Q: 3 clusters Score -418467.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 12435 members Entering Unmasked Estep Score: -418506.281250 Penalty: 861.263977 Iteration 16Q: 3 clusters Score -418506.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -418542.937500 Penalty: 861.263977 Iteration 17Q: 3 clusters Score -418542.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -418571.312500 Penalty: 861.263977 Iteration 18Q: 3 clusters Score -418571.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -418591.250000 Penalty: 861.263977 Iteration 19Q: 3 clusters Score -418591.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -418598.250000 Penalty: 861.263977 Iteration 20F: 3 clusters Score -418598.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -418605.500000 Penalty: 861.263977 Iteration 21Q: 3 clusters Score -418605.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -418609.125000 Penalty: 861.263977 Iteration 22Q: 3 clusters Score -418609.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 12604 members Entering Unmasked Estep Score: -418617.531250 Penalty: 861.263977 Iteration 23Q: 3 clusters Score -418617.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -418628.343750 Penalty: 861.263977 Iteration 24Q: 3 clusters Score -418628.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -418637.062500 Penalty: 861.263977 Iteration 25Q: 3 clusters Score -418637.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -418641.437500 Penalty: 861.263977 Iteration 26Q: 3 clusters Score -418641.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -418648.093750 Penalty: 861.263977 Iteration 27Q: 3 clusters Score -418648.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -418650.437500 Penalty: 861.263977 Iteration 28Q: 3 clusters Score -418650.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -418651.218750 Penalty: 861.263977 Iteration 29Q: 3 clusters Score -418651.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -418653.031250 Penalty: 861.263977 Iteration 30Q: 3 clusters Score -418653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 12660 members Entering Unmasked Estep Score: -418653.375000 Penalty: 861.263977 Iteration 31Q: 3 clusters Score -418653.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -418653.375000 Penalty: 861.263977 Iteration 32Q: 3 clusters Score -418653.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -418653.375000 Penalty: 861.263977 Iteration 33F: 3 clusters Score -418653.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Entering Unmasked Estep Score: -53591.703125 Penalty: 339.452301 Iteration 0F: 2 clusters Score -53591.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -52305.296875 Penalty: 678.904602 Iteration 0F: 3 clusters Score -52305.3 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -52786.527344 Penalty: 678.904602 Iteration 1F: 3 clusters Score -52786.53 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -52874.210938 Penalty: 678.904602 Iteration 2F: 3 clusters Score -52874.21 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -52923.984375 Penalty: 678.904602 Iteration 3F: 3 clusters Score -52923.98 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -52976.187500 Penalty: 678.904602 Iteration 4Q: 3 clusters Score -52976.19 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -53033.007812 Penalty: 678.904602 Iteration 5Q: 3 clusters Score -53033.01 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -53096.230469 Penalty: 678.904602 Iteration 6Q: 3 clusters Score -53096.23 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -53165.039062 Penalty: 678.904602 Iteration 7Q: 3 clusters Score -53165.04 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -53233.300781 Penalty: 678.904602 Iteration 8Q: 3 clusters Score -53233.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -53284.945312 Penalty: 678.904602 Iteration 9Q: 3 clusters Score -53284.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -53310.179688 Penalty: 678.904602 Iteration 10Q: 3 clusters Score -53310.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -53324.820312 Penalty: 678.904602 Iteration 11Q: 3 clusters Score -53324.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -53334.460938 Penalty: 678.904602 Iteration 12Q: 3 clusters Score -53334.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -53338.960938 Penalty: 678.904602 Iteration 13Q: 3 clusters Score -53338.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -53341.367188 Penalty: 678.904602 Iteration 14Q: 3 clusters Score -53341.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -53349.363281 Penalty: 678.904602 Iteration 15Q: 3 clusters Score -53349.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -53356.570312 Penalty: 678.904602 Iteration 16Q: 3 clusters Score -53356.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -53360.699219 Penalty: 678.904602 Iteration 17Q: 3 clusters Score -53360.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -53364.656250 Penalty: 678.904602 Iteration 18Q: 3 clusters Score -53364.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -53365.484375 Penalty: 678.904602 Iteration 19Q: 3 clusters Score -53365.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -53365.546875 Penalty: 678.904602 Iteration 20F: 3 clusters Score -53365.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Entering Unmasked Estep Score: -262799.343750 Penalty: 412.760193 Iteration 0F: 2 clusters Score -262799.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -257016.078125 Penalty: 825.520386 Iteration 0F: 3 clusters Score -257016.1 nChanged 4018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -259424.703125 Penalty: 825.520386 Iteration 1F: 3 clusters Score -259424.7 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -259728.468750 Penalty: 825.520386 Iteration 2F: 3 clusters Score -259728.5 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -260113.187500 Penalty: 825.520386 Iteration 3F: 3 clusters Score -260113.2 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -260505.187500 Penalty: 825.520386 Iteration 4F: 3 clusters Score -260505.2 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -260874.500000 Penalty: 825.520386 Iteration 5F: 3 clusters Score -260874.5 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -261184.828125 Penalty: 825.520386 Iteration 6Q: 3 clusters Score -261184.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -261383.765625 Penalty: 825.520386 Iteration 7Q: 3 clusters Score -261383.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -261501.671875 Penalty: 825.520386 Iteration 8Q: 3 clusters Score -261501.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -261593.437500 Penalty: 825.520386 Iteration 9Q: 3 clusters Score -261593.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -261687.953125 Penalty: 825.520386 Iteration 10Q: 3 clusters Score -261688 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -261778.609375 Penalty: 825.520386 Iteration 11Q: 3 clusters Score -261778.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -261845.421875 Penalty: 825.520386 Iteration 12Q: 3 clusters Score -261845.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -261894.250000 Penalty: 825.520386 Iteration 13Q: 3 clusters Score -261894.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -261935.468750 Penalty: 825.520386 Iteration 14Q: 3 clusters Score -261935.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -261971.187500 Penalty: 825.520386 Iteration 15Q: 3 clusters Score -261971.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -261994.765625 Penalty: 825.520386 Iteration 16Q: 3 clusters Score -261994.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -262010.250000 Penalty: 825.520386 Iteration 17Q: 3 clusters Score -262010.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -262018.765625 Penalty: 825.520386 Iteration 18Q: 3 clusters Score -262018.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -262031.781250 Penalty: 825.520386 Iteration 19Q: 3 clusters Score -262031.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -262046.625000 Penalty: 825.520386 Iteration 20F: 3 clusters Score -262046.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -262059.250000 Penalty: 825.520386 Iteration 21Q: 3 clusters Score -262059.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -262070.875000 Penalty: 825.520386 Iteration 22Q: 3 clusters Score -262070.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -262081.484375 Penalty: 825.520386 Iteration 23Q: 3 clusters Score -262081.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -262091.796875 Penalty: 825.520386 Iteration 24Q: 3 clusters Score -262091.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -262100.828125 Penalty: 825.520386 Iteration 25Q: 3 clusters Score -262100.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -262110.953125 Penalty: 825.520386 Iteration 26Q: 3 clusters Score -262111 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -262120.968750 Penalty: 825.520386 Iteration 27Q: 3 clusters Score -262121 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -262132.562500 Penalty: 825.520386 Iteration 28Q: 3 clusters Score -262132.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -262147.437500 Penalty: 825.520386 Iteration 29Q: 3 clusters Score -262147.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -262162.531250 Penalty: 825.520386 Iteration 30Q: 3 clusters Score -262162.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -262178.531250 Penalty: 825.520386 Iteration 31Q: 3 clusters Score -262178.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -262193.406250 Penalty: 825.520386 Iteration 32Q: 3 clusters Score -262193.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -262211.156250 Penalty: 825.520386 Iteration 33Q: 3 clusters Score -262211.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -262223.906250 Penalty: 825.520386 Iteration 34Q: 3 clusters Score -262223.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -262233.312500 Penalty: 825.520386 Iteration 35Q: 3 clusters Score -262233.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -262238.406250 Penalty: 825.520386 Iteration 36Q: 3 clusters Score -262238.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -262240.343750 Penalty: 825.520386 Iteration 37Q: 3 clusters Score -262240.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -262243.468750 Penalty: 825.520386 Iteration 38Q: 3 clusters Score -262243.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -262246.000000 Penalty: 825.520386 Iteration 39Q: 3 clusters Score -262246 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -262249.093750 Penalty: 825.520386 Iteration 40F: 3 clusters Score -262249.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -262251.468750 Penalty: 825.520386 Iteration 41Q: 3 clusters Score -262251.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -262255.687500 Penalty: 825.520386 Iteration 42Q: 3 clusters Score -262255.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -262257.312500 Penalty: 825.520386 Iteration 43Q: 3 clusters Score -262257.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -262259.406250 Penalty: 825.520386 Iteration 44Q: 3 clusters Score -262259.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -262260.687500 Penalty: 825.520386 Iteration 45Q: 3 clusters Score -262260.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -262261.531250 Penalty: 825.520386 Iteration 46Q: 3 clusters Score -262261.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -262262.625000 Penalty: 825.520386 Iteration 47Q: 3 clusters Score -262262.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -262263.906250 Penalty: 825.520386 Iteration 48Q: 3 clusters Score -262263.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -262267.937500 Penalty: 825.520386 Iteration 49Q: 3 clusters Score -262267.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -262271.781250 Penalty: 825.520386 Iteration 50Q: 3 clusters Score -262271.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -262275.437500 Penalty: 825.520386 Iteration 51Q: 3 clusters Score -262275.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -262278.312500 Penalty: 825.520386 Iteration 52Q: 3 clusters Score -262278.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -262280.156250 Penalty: 825.520386 Iteration 53Q: 3 clusters Score -262280.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -262281.562500 Penalty: 825.520386 Iteration 54Q: 3 clusters Score -262281.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -262282.468750 Penalty: 825.520386 Iteration 55Q: 3 clusters Score -262282.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -262282.718750 Penalty: 825.520386 Iteration 56Q: 3 clusters Score -262282.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -262282.781250 Penalty: 825.520386 Iteration 57Q: 3 clusters Score -262282.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -262282.781250 Penalty: 825.520386 Iteration 58F: 3 clusters Score -262282.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15751 members Entering Unmasked Estep Score: -507465.937500 Penalty: 439.742004 Iteration 0F: 2 clusters Score -507465.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -496909.781250 Penalty: 879.484009 Iteration 0F: 3 clusters Score -496909.8 nChanged 7453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -501179.375000 Penalty: 879.484009 Iteration 1F: 3 clusters Score -501179.4 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -501346.062500 Penalty: 879.484009 Iteration 2Q: 3 clusters Score -501346.1 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -501517.656250 Penalty: 879.484009 Iteration 3Q: 3 clusters Score -501517.7 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -501720.250000 Penalty: 879.484009 Iteration 4Q: 3 clusters Score -501720.2 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -501999.718750 Penalty: 879.484009 Iteration 5Q: 3 clusters Score -501999.7 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -502486.375000 Penalty: 879.484009 Iteration 6Q: 3 clusters Score -502486.4 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -503116.812500 Penalty: 879.484009 Iteration 7F: 3 clusters Score -503116.8 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -503663.562500 Penalty: 879.484009 Iteration 8F: 3 clusters Score -503663.6 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -503971.468750 Penalty: 879.484009 Iteration 9Q: 3 clusters Score -503971.5 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -504103.968750 Penalty: 879.484009 Iteration 10Q: 3 clusters Score -504104 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -504152.500000 Penalty: 879.484009 Iteration 11Q: 3 clusters Score -504152.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -504173.156250 Penalty: 879.484009 Iteration 12Q: 3 clusters Score -504173.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -504185.281250 Penalty: 879.484009 Iteration 13Q: 3 clusters Score -504185.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -504196.812500 Penalty: 879.484009 Iteration 14Q: 3 clusters Score -504196.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -504208.437500 Penalty: 879.484009 Iteration 15Q: 3 clusters Score -504208.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -504217.343750 Penalty: 879.484009 Iteration 16Q: 3 clusters Score -504217.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -504229.312500 Penalty: 879.484009 Iteration 17Q: 3 clusters Score -504229.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -504235.781250 Penalty: 879.484009 Iteration 18Q: 3 clusters Score -504235.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -504244.625000 Penalty: 879.484009 Iteration 19Q: 3 clusters Score -504244.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -504254.437500 Penalty: 879.484009 Iteration 20F: 3 clusters Score -504254.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -504271.562500 Penalty: 879.484009 Iteration 21Q: 3 clusters Score -504271.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -504290.062500 Penalty: 879.484009 Iteration 22Q: 3 clusters Score -504290.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -504313.500000 Penalty: 879.484009 Iteration 23Q: 3 clusters Score -504313.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -504342.125000 Penalty: 879.484009 Iteration 24Q: 3 clusters Score -504342.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -504373.218750 Penalty: 879.484009 Iteration 25Q: 3 clusters Score -504373.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -504417.687500 Penalty: 879.484009 Iteration 26Q: 3 clusters Score -504417.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -504472.562500 Penalty: 879.484009 Iteration 27Q: 3 clusters Score -504472.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -504540.812500 Penalty: 879.484009 Iteration 28Q: 3 clusters Score -504540.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -504620.468750 Penalty: 879.484009 Iteration 29Q: 3 clusters Score -504620.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -504705.812500 Penalty: 879.484009 Iteration 30Q: 3 clusters Score -504705.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -504783.062500 Penalty: 879.484009 Iteration 31Q: 3 clusters Score -504783.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -504876.687500 Penalty: 879.484009 Iteration 32Q: 3 clusters Score -504876.7 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -504996.000000 Penalty: 879.484009 Iteration 33Q: 3 clusters Score -504996 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -505131.562500 Penalty: 879.484009 Iteration 34Q: 3 clusters Score -505131.6 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -505282.125000 Penalty: 879.484009 Iteration 35Q: 3 clusters Score -505282.1 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -505427.843750 Penalty: 879.484009 Iteration 36Q: 3 clusters Score -505427.8 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -505600.625000 Penalty: 879.484009 Iteration 37Q: 3 clusters Score -505600.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13879 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -505779.343750 Penalty: 879.484009 Iteration 38Q: 3 clusters Score -505779.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14222 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -505980.687500 Penalty: 879.484009 Iteration 39Q: 3 clusters Score -505980.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -506195.187500 Penalty: 879.484009 Iteration 40F: 3 clusters Score -506195.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -506416.218750 Penalty: 879.484009 Iteration 41Q: 3 clusters Score -506416.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -506655.343750 Penalty: 879.484009 Iteration 42Q: 3 clusters Score -506655.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15364 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -506848.718750 Penalty: 879.484009 Iteration 43Q: 3 clusters Score -506848.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -506966.718750 Penalty: 879.484009 Iteration 44Q: 3 clusters Score -506966.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -507022.968750 Penalty: 879.484009 Iteration 45Q: 3 clusters Score -507023 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -507053.125000 Penalty: 879.484009 Iteration 46Q: 3 clusters Score -507053.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15642 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -507076.250000 Penalty: 879.484009 Iteration 47Q: 3 clusters Score -507076.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15653 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -507085.875000 Penalty: 879.484009 Iteration 48Q: 3 clusters Score -507085.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -507097.093750 Penalty: 879.484009 Iteration 49Q: 3 clusters Score -507097.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15664 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -507098.656250 Penalty: 879.484009 Iteration 50Q: 3 clusters Score -507098.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -507099.250000 Penalty: 879.484009 Iteration 51Q: 3 clusters Score -507099.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -507099.250000 Penalty: 879.484009 Iteration 52F: 3 clusters Score -507099.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Entering Unmasked Estep Score: -52793.011719 Penalty: 350.589447 Iteration 0F: 2 clusters Score -52793.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -51194.003906 Penalty: 701.178894 Iteration 0F: 3 clusters Score -51194 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -51818.546875 Penalty: 701.178894 Iteration 1F: 3 clusters Score -51818.55 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -51989.437500 Penalty: 701.178894 Iteration 2F: 3 clusters Score -51989.44 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -52111.449219 Penalty: 701.178894 Iteration 3F: 3 clusters Score -52111.45 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -52214.019531 Penalty: 701.178894 Iteration 4F: 3 clusters Score -52214.02 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -52291.960938 Penalty: 701.178894 Iteration 5Q: 3 clusters Score -52291.96 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -52347.710938 Penalty: 701.178894 Iteration 6Q: 3 clusters Score -52347.71 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -52381.910156 Penalty: 701.178894 Iteration 7Q: 3 clusters Score -52381.91 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -52408.632812 Penalty: 701.178894 Iteration 8Q: 3 clusters Score -52408.63 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -52425.914062 Penalty: 701.178894 Iteration 9Q: 3 clusters Score -52425.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -52445.683594 Penalty: 701.178894 Iteration 10Q: 3 clusters Score -52445.68 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -52462.148438 Penalty: 701.178894 Iteration 11Q: 3 clusters Score -52462.15 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -52471.968750 Penalty: 701.178894 Iteration 12Q: 3 clusters Score -52471.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -52477.093750 Penalty: 701.178894 Iteration 13Q: 3 clusters Score -52477.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -52483.859375 Penalty: 701.178894 Iteration 14Q: 3 clusters Score -52483.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -52486.730469 Penalty: 701.178894 Iteration 15Q: 3 clusters Score -52486.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -52487.179688 Penalty: 701.178894 Iteration 16Q: 3 clusters Score -52487.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -52487.289062 Penalty: 701.178894 Iteration 17Q: 3 clusters Score -52487.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -52487.355469 Penalty: 701.178894 Iteration 18Q: 3 clusters Score -52487.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -52487.441406 Penalty: 701.178894 Iteration 19Q: 3 clusters Score -52487.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -52487.804688 Penalty: 701.178894 Iteration 20F: 3 clusters Score -52487.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -52488.292969 Penalty: 701.178894 Iteration 21Q: 3 clusters Score -52488.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -52489.671875 Penalty: 701.178894 Iteration 22Q: 3 clusters Score -52489.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -52491.257812 Penalty: 701.178894 Iteration 23Q: 3 clusters Score -52491.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -52492.144531 Penalty: 701.178894 Iteration 24Q: 3 clusters Score -52492.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -52492.785156 Penalty: 701.178894 Iteration 25Q: 3 clusters Score -52492.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -52493.000000 Penalty: 701.178894 Iteration 26Q: 3 clusters Score -52493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -52493.210938 Penalty: 701.178894 Iteration 27Q: 3 clusters Score -52493.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -52493.210938 Penalty: 701.178894 Iteration 28F: 3 clusters Score -52493.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Entering Unmasked Estep Score: -39339.808594 Penalty: 324.310059 Iteration 0F: 2 clusters Score -39339.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -38376.511719 Penalty: 648.620117 Iteration 0F: 3 clusters Score -38376.51 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -38669.152344 Penalty: 648.620117 Iteration 1F: 3 clusters Score -38669.15 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -38750.363281 Penalty: 648.620117 Iteration 2F: 3 clusters Score -38750.36 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -38819.679688 Penalty: 648.620117 Iteration 3F: 3 clusters Score -38819.68 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -38886.972656 Penalty: 648.620117 Iteration 4F: 3 clusters Score -38886.97 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -38933.199219 Penalty: 648.620117 Iteration 5Q: 3 clusters Score -38933.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -38973.109375 Penalty: 648.620117 Iteration 6Q: 3 clusters Score -38973.11 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -39002.546875 Penalty: 648.620117 Iteration 7Q: 3 clusters Score -39002.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -39045.324219 Penalty: 648.620117 Iteration 8Q: 3 clusters Score -39045.32 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -39107.101562 Penalty: 648.620117 Iteration 9Q: 3 clusters Score -39107.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -39163.101562 Penalty: 648.620117 Iteration 10Q: 3 clusters Score -39163.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -39191.156250 Penalty: 648.620117 Iteration 11Q: 3 clusters Score -39191.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -39209.992188 Penalty: 648.620117 Iteration 12Q: 3 clusters Score -39209.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -39221.332031 Penalty: 648.620117 Iteration 13Q: 3 clusters Score -39221.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -39227.062500 Penalty: 648.620117 Iteration 14Q: 3 clusters Score -39227.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -39229.628906 Penalty: 648.620117 Iteration 15Q: 3 clusters Score -39229.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -39231.386719 Penalty: 648.620117 Iteration 16Q: 3 clusters Score -39231.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -39232.441406 Penalty: 648.620117 Iteration 17Q: 3 clusters Score -39232.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -39233.812500 Penalty: 648.620117 Iteration 18Q: 3 clusters Score -39233.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -39235.390625 Penalty: 648.620117 Iteration 19Q: 3 clusters Score -39235.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -39235.492188 Penalty: 648.620117 Iteration 20F: 3 clusters Score -39235.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -39235.750000 Penalty: 648.620117 Iteration 21Q: 3 clusters Score -39235.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -39236.093750 Penalty: 648.620117 Iteration 22Q: 3 clusters Score -39236.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -39236.957031 Penalty: 648.620117 Iteration 23Q: 3 clusters Score -39236.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -39240.007812 Penalty: 648.620117 Iteration 24Q: 3 clusters Score -39240.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -39253.968750 Penalty: 648.620117 Iteration 25Q: 3 clusters Score -39253.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -39264.261719 Penalty: 648.620117 Iteration 26Q: 3 clusters Score -39264.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -39265.910156 Penalty: 648.620117 Iteration 27Q: 3 clusters Score -39265.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -39268.667969 Penalty: 648.620117 Iteration 28Q: 3 clusters Score -39268.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -39272.269531 Penalty: 648.620117 Iteration 29Q: 3 clusters Score -39272.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -39276.242188 Penalty: 648.620117 Iteration 30Q: 3 clusters Score -39276.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -39280.300781 Penalty: 648.620117 Iteration 31Q: 3 clusters Score -39280.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -39288.121094 Penalty: 648.620117 Iteration 32Q: 3 clusters Score -39288.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -39293.507812 Penalty: 648.620117 Iteration 33Q: 3 clusters Score -39293.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -39297.285156 Penalty: 648.620117 Iteration 34Q: 3 clusters Score -39297.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -39300.832031 Penalty: 648.620117 Iteration 35Q: 3 clusters Score -39300.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -39304.554688 Penalty: 648.620117 Iteration 36Q: 3 clusters Score -39304.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -39305.972656 Penalty: 648.620117 Iteration 37Q: 3 clusters Score -39305.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -39309.484375 Penalty: 648.620117 Iteration 38Q: 3 clusters Score -39309.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -39311.378906 Penalty: 648.620117 Iteration 39Q: 3 clusters Score -39311.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -39311.378906 Penalty: 648.620117 Iteration 40F: 3 clusters Score -39311.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Entering Unmasked Estep Score: -74152.289062 Penalty: 353.429779 Iteration 0F: 2 clusters Score -74152.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -72457.265625 Penalty: 706.859558 Iteration 0F: 3 clusters Score -72457.27 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -73075.023438 Penalty: 706.859558 Iteration 1F: 3 clusters Score -73075.02 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -73181.656250 Penalty: 706.859558 Iteration 2F: 3 clusters Score -73181.66 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -73238.593750 Penalty: 706.859558 Iteration 3F: 3 clusters Score -73238.59 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -73283.164062 Penalty: 706.859558 Iteration 4Q: 3 clusters Score -73283.16 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -73330.742188 Penalty: 706.859558 Iteration 5Q: 3 clusters Score -73330.74 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -73379.226562 Penalty: 706.859558 Iteration 6Q: 3 clusters Score -73379.23 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -73432.132812 Penalty: 706.859558 Iteration 7Q: 3 clusters Score -73432.13 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -73472.460938 Penalty: 706.859558 Iteration 8Q: 3 clusters Score -73472.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -73510.421875 Penalty: 706.859558 Iteration 9Q: 3 clusters Score -73510.42 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -73545.781250 Penalty: 706.859558 Iteration 10Q: 3 clusters Score -73545.78 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -73585.429688 Penalty: 706.859558 Iteration 11Q: 3 clusters Score -73585.43 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -73627.406250 Penalty: 706.859558 Iteration 12Q: 3 clusters Score -73627.41 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -73677.867188 Penalty: 706.859558 Iteration 13Q: 3 clusters Score -73677.87 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -73724.023438 Penalty: 706.859558 Iteration 14Q: 3 clusters Score -73724.02 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -73755.335938 Penalty: 706.859558 Iteration 15Q: 3 clusters Score -73755.34 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -73778.875000 Penalty: 706.859558 Iteration 16Q: 3 clusters Score -73778.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -73794.179688 Penalty: 706.859558 Iteration 17Q: 3 clusters Score -73794.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -73800.382812 Penalty: 706.859558 Iteration 18Q: 3 clusters Score -73800.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -73806.148438 Penalty: 706.859558 Iteration 19Q: 3 clusters Score -73806.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -73809.000000 Penalty: 706.859558 Iteration 20F: 3 clusters Score -73809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -73810.304688 Penalty: 706.859558 Iteration 21Q: 3 clusters Score -73810.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -73811.031250 Penalty: 706.859558 Iteration 22Q: 3 clusters Score -73811.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -73811.031250 Penalty: 706.859558 Iteration 23F: 3 clusters Score -73811.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Entering Unmasked Estep Score: -9233.534180 Penalty: 268.195343 Iteration 0F: 2 clusters Score -9233.534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -8824.985352 Penalty: 536.390686 Iteration 0F: 3 clusters Score -8824.985 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8942.496094 Penalty: 536.390686 Iteration 1F: 3 clusters Score -8942.496 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8987.874023 Penalty: 536.390686 Iteration 2F: 3 clusters Score -8987.874 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -9016.169922 Penalty: 536.390686 Iteration 3F: 3 clusters Score -9016.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -9040.937500 Penalty: 536.390686 Iteration 4Q: 3 clusters Score -9040.938 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -9056.905273 Penalty: 536.390686 Iteration 5Q: 3 clusters Score -9056.905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -9073.026367 Penalty: 536.390686 Iteration 6Q: 3 clusters Score -9073.026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -9079.029297 Penalty: 536.390686 Iteration 7Q: 3 clusters Score -9079.029 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -9084.282227 Penalty: 536.390686 Iteration 8Q: 3 clusters Score -9084.282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9089.399414 Penalty: 536.390686 Iteration 9Q: 3 clusters Score -9089.399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9092.404297 Penalty: 536.390686 Iteration 10Q: 3 clusters Score -9092.404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9098.357422 Penalty: 536.390686 Iteration 11Q: 3 clusters Score -9098.357 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9100.803711 Penalty: 536.390686 Iteration 12Q: 3 clusters Score -9100.804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9101.664062 Penalty: 536.390686 Iteration 13Q: 3 clusters Score -9101.664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9101.664062 Penalty: 536.390686 Iteration 14F: 3 clusters Score -9101.664 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Entering Unmasked Estep Score: -38325.402344 Penalty: 324.962646 Iteration 0F: 2 clusters Score -38325.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -37339.101562 Penalty: 649.925293 Iteration 0F: 3 clusters Score -37339.1 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -37635.703125 Penalty: 649.925293 Iteration 1F: 3 clusters Score -37635.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -37691.902344 Penalty: 649.925293 Iteration 2F: 3 clusters Score -37691.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -37721.882812 Penalty: 649.925293 Iteration 3F: 3 clusters Score -37721.88 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -37745.179688 Penalty: 649.925293 Iteration 4Q: 3 clusters Score -37745.18 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -37766.578125 Penalty: 649.925293 Iteration 5Q: 3 clusters Score -37766.58 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -37783.414062 Penalty: 649.925293 Iteration 6Q: 3 clusters Score -37783.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -37795.835938 Penalty: 649.925293 Iteration 7Q: 3 clusters Score -37795.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -37808.722656 Penalty: 649.925293 Iteration 8Q: 3 clusters Score -37808.72 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -37821.441406 Penalty: 649.925293 Iteration 9Q: 3 clusters Score -37821.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -37833.546875 Penalty: 649.925293 Iteration 10Q: 3 clusters Score -37833.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -37841.734375 Penalty: 649.925293 Iteration 11Q: 3 clusters Score -37841.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -37850.390625 Penalty: 649.925293 Iteration 12Q: 3 clusters Score -37850.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -37857.062500 Penalty: 649.925293 Iteration 13Q: 3 clusters Score -37857.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -37864.558594 Penalty: 649.925293 Iteration 14Q: 3 clusters Score -37864.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -37869.277344 Penalty: 649.925293 Iteration 15Q: 3 clusters Score -37869.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -37877.136719 Penalty: 649.925293 Iteration 16Q: 3 clusters Score -37877.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -37881.824219 Penalty: 649.925293 Iteration 17Q: 3 clusters Score -37881.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -37886.566406 Penalty: 649.925293 Iteration 18Q: 3 clusters Score -37886.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -37892.714844 Penalty: 649.925293 Iteration 19Q: 3 clusters Score -37892.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -37905.625000 Penalty: 649.925293 Iteration 20F: 3 clusters Score -37905.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -37913.347656 Penalty: 649.925293 Iteration 21Q: 3 clusters Score -37913.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -37919.191406 Penalty: 649.925293 Iteration 22Q: 3 clusters Score -37919.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -37926.035156 Penalty: 649.925293 Iteration 23Q: 3 clusters Score -37926.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -37934.789062 Penalty: 649.925293 Iteration 24Q: 3 clusters Score -37934.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -37944.312500 Penalty: 649.925293 Iteration 25Q: 3 clusters Score -37944.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -37951.394531 Penalty: 649.925293 Iteration 26Q: 3 clusters Score -37951.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -37957.878906 Penalty: 649.925293 Iteration 27Q: 3 clusters Score -37957.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -37962.769531 Penalty: 649.925293 Iteration 28Q: 3 clusters Score -37962.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -37975.265625 Penalty: 649.925293 Iteration 29Q: 3 clusters Score -37975.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -37981.777344 Penalty: 649.925293 Iteration 30Q: 3 clusters Score -37981.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -37991.734375 Penalty: 649.925293 Iteration 31Q: 3 clusters Score -37991.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -38003.507812 Penalty: 649.925293 Iteration 32Q: 3 clusters Score -38003.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -38010.070312 Penalty: 649.925293 Iteration 33Q: 3 clusters Score -38010.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -38015.480469 Penalty: 649.925293 Iteration 34Q: 3 clusters Score -38015.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -38020.207031 Penalty: 649.925293 Iteration 35Q: 3 clusters Score -38020.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -38022.871094 Penalty: 649.925293 Iteration 36Q: 3 clusters Score -38022.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -38025.906250 Penalty: 649.925293 Iteration 37Q: 3 clusters Score -38025.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -38029.085938 Penalty: 649.925293 Iteration 38Q: 3 clusters Score -38029.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -38032.519531 Penalty: 649.925293 Iteration 39Q: 3 clusters Score -38032.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -38035.242188 Penalty: 649.925293 Iteration 40F: 3 clusters Score -38035.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -38037.925781 Penalty: 649.925293 Iteration 41Q: 3 clusters Score -38037.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -38041.253906 Penalty: 649.925293 Iteration 42Q: 3 clusters Score -38041.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -38043.011719 Penalty: 649.925293 Iteration 43Q: 3 clusters Score -38043.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -38043.011719 Penalty: 649.925293 Iteration 44F: 3 clusters Score -38043.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Entering Unmasked Estep Score: -58008.656250 Penalty: 354.683197 Iteration 0F: 2 clusters Score -58008.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -56312.328125 Penalty: 709.366394 Iteration 0F: 3 clusters Score -56312.33 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -56950.597656 Penalty: 709.366394 Iteration 1F: 3 clusters Score -56950.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -57015.386719 Penalty: 709.366394 Iteration 2F: 3 clusters Score -57015.39 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -57063.207031 Penalty: 709.366394 Iteration 3F: 3 clusters Score -57063.21 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -57118.988281 Penalty: 709.366394 Iteration 4Q: 3 clusters Score -57118.99 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -57184.027344 Penalty: 709.366394 Iteration 5F: 3 clusters Score -57184.03 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -57249.964844 Penalty: 709.366394 Iteration 6Q: 3 clusters Score -57249.96 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -57302.824219 Penalty: 709.366394 Iteration 7Q: 3 clusters Score -57302.82 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -57366.523438 Penalty: 709.366394 Iteration 8Q: 3 clusters Score -57366.52 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -57434.144531 Penalty: 709.366394 Iteration 9Q: 3 clusters Score -57434.14 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -57482.085938 Penalty: 709.366394 Iteration 10Q: 3 clusters Score -57482.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -57526.011719 Penalty: 709.366394 Iteration 11Q: 3 clusters Score -57526.01 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -57568.851562 Penalty: 709.366394 Iteration 12Q: 3 clusters Score -57568.85 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -57597.156250 Penalty: 709.366394 Iteration 13Q: 3 clusters Score -57597.16 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -57610.984375 Penalty: 709.366394 Iteration 14Q: 3 clusters Score -57610.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -57624.125000 Penalty: 709.366394 Iteration 15Q: 3 clusters Score -57624.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -57640.523438 Penalty: 709.366394 Iteration 16Q: 3 clusters Score -57640.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -57650.375000 Penalty: 709.366394 Iteration 17Q: 3 clusters Score -57650.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -57657.109375 Penalty: 709.366394 Iteration 18Q: 3 clusters Score -57657.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -57663.433594 Penalty: 709.366394 Iteration 19Q: 3 clusters Score -57663.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -57673.066406 Penalty: 709.366394 Iteration 20F: 3 clusters Score -57673.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -57680.453125 Penalty: 709.366394 Iteration 21Q: 3 clusters Score -57680.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -57688.660156 Penalty: 709.366394 Iteration 22Q: 3 clusters Score -57688.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -57694.382812 Penalty: 709.366394 Iteration 23Q: 3 clusters Score -57694.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -57700.113281 Penalty: 709.366394 Iteration 24Q: 3 clusters Score -57700.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -57706.804688 Penalty: 709.366394 Iteration 25Q: 3 clusters Score -57706.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -57716.191406 Penalty: 709.366394 Iteration 26Q: 3 clusters Score -57716.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -57719.820312 Penalty: 709.366394 Iteration 27Q: 3 clusters Score -57719.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -57722.359375 Penalty: 709.366394 Iteration 28Q: 3 clusters Score -57722.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -57724.367188 Penalty: 709.366394 Iteration 29Q: 3 clusters Score -57724.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -57726.136719 Penalty: 709.366394 Iteration 30Q: 3 clusters Score -57726.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -57729.078125 Penalty: 709.366394 Iteration 31Q: 3 clusters Score -57729.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -57732.121094 Penalty: 709.366394 Iteration 32Q: 3 clusters Score -57732.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -57733.632812 Penalty: 709.366394 Iteration 33Q: 3 clusters Score -57733.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -57734.945312 Penalty: 709.366394 Iteration 34Q: 3 clusters Score -57734.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -57736.902344 Penalty: 709.366394 Iteration 35Q: 3 clusters Score -57736.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -57738.308594 Penalty: 709.366394 Iteration 36Q: 3 clusters Score -57738.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -57739.085938 Penalty: 709.366394 Iteration 37Q: 3 clusters Score -57739.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -57739.085938 Penalty: 709.366394 Iteration 38F: 3 clusters Score -57739.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Entering Unmasked Estep Score: -299518.062500 Penalty: 413.619690 Iteration 0F: 2 clusters Score -299518.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -293565.843750 Penalty: 827.239380 Iteration 0F: 3 clusters Score -293565.8 nChanged 4092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -295989.031250 Penalty: 827.239380 Iteration 1F: 3 clusters Score -295989 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -296290.562500 Penalty: 827.239380 Iteration 2F: 3 clusters Score -296290.6 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -296595.875000 Penalty: 827.239380 Iteration 3F: 3 clusters Score -296595.9 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -296903.687500 Penalty: 827.239380 Iteration 4F: 3 clusters Score -296903.7 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -297189.062500 Penalty: 827.239380 Iteration 5F: 3 clusters Score -297189.1 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -297401.968750 Penalty: 827.239380 Iteration 6Q: 3 clusters Score -297402 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -297588.218750 Penalty: 827.239380 Iteration 7Q: 3 clusters Score -297588.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -297774.968750 Penalty: 827.239380 Iteration 8Q: 3 clusters Score -297775 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -298002.281250 Penalty: 827.239380 Iteration 9Q: 3 clusters Score -298002.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -298191.562500 Penalty: 827.239380 Iteration 10Q: 3 clusters Score -298191.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -298371.625000 Penalty: 827.239380 Iteration 11Q: 3 clusters Score -298371.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -298500.937500 Penalty: 827.239380 Iteration 12Q: 3 clusters Score -298500.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -298580.468750 Penalty: 827.239380 Iteration 13Q: 3 clusters Score -298580.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -298639.375000 Penalty: 827.239380 Iteration 14Q: 3 clusters Score -298639.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -298709.000000 Penalty: 827.239380 Iteration 15Q: 3 clusters Score -298709 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -298780.656250 Penalty: 827.239380 Iteration 16Q: 3 clusters Score -298780.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -298833.437500 Penalty: 827.239380 Iteration 17Q: 3 clusters Score -298833.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -298887.500000 Penalty: 827.239380 Iteration 18Q: 3 clusters Score -298887.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -298929.125000 Penalty: 827.239380 Iteration 19Q: 3 clusters Score -298929.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -298965.125000 Penalty: 827.239380 Iteration 20F: 3 clusters Score -298965.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -299006.656250 Penalty: 827.239380 Iteration 21Q: 3 clusters Score -299006.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -299038.250000 Penalty: 827.239380 Iteration 22Q: 3 clusters Score -299038.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -299072.375000 Penalty: 827.239380 Iteration 23Q: 3 clusters Score -299072.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -299101.000000 Penalty: 827.239380 Iteration 24Q: 3 clusters Score -299101 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -299122.125000 Penalty: 827.239380 Iteration 25Q: 3 clusters Score -299122.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -299139.187500 Penalty: 827.239380 Iteration 26Q: 3 clusters Score -299139.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -299148.750000 Penalty: 827.239380 Iteration 27Q: 3 clusters Score -299148.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -299157.156250 Penalty: 827.239380 Iteration 28Q: 3 clusters Score -299157.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -299165.343750 Penalty: 827.239380 Iteration 29Q: 3 clusters Score -299165.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -299168.593750 Penalty: 827.239380 Iteration 30Q: 3 clusters Score -299168.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -299171.687500 Penalty: 827.239380 Iteration 31Q: 3 clusters Score -299171.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -299178.781250 Penalty: 827.239380 Iteration 32Q: 3 clusters Score -299178.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -299185.750000 Penalty: 827.239380 Iteration 33Q: 3 clusters Score -299185.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -299192.000000 Penalty: 827.239380 Iteration 34Q: 3 clusters Score -299192 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -299196.500000 Penalty: 827.239380 Iteration 35Q: 3 clusters Score -299196.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -299201.125000 Penalty: 827.239380 Iteration 36Q: 3 clusters Score -299201.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -299205.281250 Penalty: 827.239380 Iteration 37Q: 3 clusters Score -299205.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -299208.562500 Penalty: 827.239380 Iteration 38Q: 3 clusters Score -299208.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -299212.718750 Penalty: 827.239380 Iteration 39Q: 3 clusters Score -299212.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -299214.968750 Penalty: 827.239380 Iteration 40F: 3 clusters Score -299215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -299216.250000 Penalty: 827.239380 Iteration 41Q: 3 clusters Score -299216.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -299216.875000 Penalty: 827.239380 Iteration 42Q: 3 clusters Score -299216.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -299217.187500 Penalty: 827.239380 Iteration 43Q: 3 clusters Score -299217.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -299217.187500 Penalty: 827.239380 Iteration 44F: 3 clusters Score -299217.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Entering Unmasked Estep Score: -10487.986328 Penalty: 298.591217 Iteration 0F: 2 clusters Score -10487.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -9902.953125 Penalty: 597.182434 Iteration 0F: 3 clusters Score -9902.953 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -10153.310547 Penalty: 597.182434 Iteration 1F: 3 clusters Score -10153.31 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -10209.271484 Penalty: 597.182434 Iteration 2F: 3 clusters Score -10209.27 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -10232.566406 Penalty: 597.182434 Iteration 3F: 3 clusters Score -10232.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -10248.079102 Penalty: 597.182434 Iteration 4Q: 3 clusters Score -10248.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -10254.307617 Penalty: 597.182434 Iteration 5Q: 3 clusters Score -10254.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -10262.630859 Penalty: 597.182434 Iteration 6Q: 3 clusters Score -10262.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -10276.299805 Penalty: 597.182434 Iteration 7Q: 3 clusters Score -10276.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -10287.317383 Penalty: 597.182434 Iteration 8Q: 3 clusters Score -10287.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -10301.578125 Penalty: 597.182434 Iteration 9Q: 3 clusters Score -10301.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -10315.805664 Penalty: 597.182434 Iteration 10Q: 3 clusters Score -10315.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -10331.449219 Penalty: 597.182434 Iteration 11Q: 3 clusters Score -10331.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10353.358398 Penalty: 597.182434 Iteration 12Q: 3 clusters Score -10353.36 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -10374.476562 Penalty: 597.182434 Iteration 13Q: 3 clusters Score -10374.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -10399.608398 Penalty: 597.182434 Iteration 14Q: 3 clusters Score -10399.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10428.974609 Penalty: 597.182434 Iteration 15Q: 3 clusters Score -10428.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10458.794922 Penalty: 597.182434 Iteration 16Q: 3 clusters Score -10458.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10473.974609 Penalty: 597.182434 Iteration 17Q: 3 clusters Score -10473.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -10478.541016 Penalty: 597.182434 Iteration 18Q: 3 clusters Score -10478.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10478.778320 Penalty: 597.182434 Iteration 19Q: 3 clusters Score -10478.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10487.633789 Penalty: 597.182434 Iteration 20F: 3 clusters Score -10487.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -10496.415039 Penalty: 597.182434 Iteration 21Q: 3 clusters Score -10496.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10502.852539 Penalty: 597.182434 Iteration 22Q: 3 clusters Score -10502.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -10507.591797 Penalty: 597.182434 Iteration 23Q: 3 clusters Score -10507.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10516.519531 Penalty: 597.182434 Iteration 24Q: 3 clusters Score -10516.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -10524.597656 Penalty: 597.182434 Iteration 25Q: 3 clusters Score -10524.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -10526.343750 Penalty: 597.182434 Iteration 26Q: 3 clusters Score -10526.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -10528.691406 Penalty: 597.182434 Iteration 27Q: 3 clusters Score -10528.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -10530.693359 Penalty: 597.182434 Iteration 28Q: 3 clusters Score -10530.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -10533.047852 Penalty: 597.182434 Iteration 29Q: 3 clusters Score -10533.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -10533.731445 Penalty: 597.182434 Iteration 30Q: 3 clusters Score -10533.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -10534.226562 Penalty: 597.182434 Iteration 31Q: 3 clusters Score -10534.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -10535.252930 Penalty: 597.182434 Iteration 32Q: 3 clusters Score -10535.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10535.670898 Penalty: 597.182434 Iteration 33Q: 3 clusters Score -10535.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -10535.946289 Penalty: 597.182434 Iteration 34Q: 3 clusters Score -10535.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -10536.399414 Penalty: 597.182434 Iteration 35Q: 3 clusters Score -10536.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -10536.399414 Penalty: 597.182434 Iteration 36F: 3 clusters Score -10536.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3127 members Mstep: Class 3 contains 1424 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 4402 members Mstep: Class 6 contains 12893 members Mstep: Class 7 contains 1738 members Mstep: Class 8 contains 8705 members Mstep: Class 9 contains 184 members Mstep: Class 10 contains 15751 members Mstep: Class 11 contains 2220 members Mstep: Class 12 contains 1246 members Mstep: Class 13 contains 2363 members Mstep: Class 14 contains 363 members Mstep: Class 15 contains 1264 members Mstep: Class 16 contains 2429 members Mstep: Class 17 contains 8871 members Mstep: Class 18 contains 524 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 3288 members Mstep: Class 21 contains 4911 members Mstep: Class 22 contains 1272 members Mstep: Class 23 contains 2488 members Mstep: Class 24 contains 5230 members Mstep: Class 25 contains 1523 members Mstep: Class 26 contains 2963 members Mstep: Class 27 contains 756 members Mstep: Class 28 contains 560 members Entering Unmasked Estep Score: -2651951.750000 Penalty: 14583.205078 Splitting cluster 18 changes total score from -2652125.500000 to -2651951.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -37600.199219 Penalty: 319.621521 Iteration 0F: 2 clusters Score -37600.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -36700.050781 Penalty: 639.243042 Iteration 0F: 3 clusters Score -36700.05 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -36959.496094 Penalty: 639.243042 Iteration 1F: 3 clusters Score -36959.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -37024.671875 Penalty: 639.243042 Iteration 2F: 3 clusters Score -37024.67 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -37077.570312 Penalty: 639.243042 Iteration 3F: 3 clusters Score -37077.57 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -37122.929688 Penalty: 639.243042 Iteration 4F: 3 clusters Score -37122.93 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -37151.449219 Penalty: 639.243042 Iteration 5Q: 3 clusters Score -37151.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -37173.003906 Penalty: 639.243042 Iteration 6Q: 3 clusters Score -37173 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -37193.718750 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -37193.72 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -37214.074219 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -37214.07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -37236.011719 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -37236.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -37249.605469 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -37249.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -37257.652344 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -37257.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -37265.480469 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -37265.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -37272.109375 Penalty: 639.243042 Iteration 13Q: 3 clusters Score -37272.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -37282.191406 Penalty: 639.243042 Iteration 14Q: 3 clusters Score -37282.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -37292.429688 Penalty: 639.243042 Iteration 15Q: 3 clusters Score -37292.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -37302.031250 Penalty: 639.243042 Iteration 16Q: 3 clusters Score -37302.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -37307.046875 Penalty: 639.243042 Iteration 17Q: 3 clusters Score -37307.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -37310.347656 Penalty: 639.243042 Iteration 18Q: 3 clusters Score -37310.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -37311.511719 Penalty: 639.243042 Iteration 19Q: 3 clusters Score -37311.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -37311.734375 Penalty: 639.243042 Iteration 20F: 3 clusters Score -37311.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -37312.019531 Penalty: 639.243042 Iteration 21Q: 3 clusters Score -37312.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -37312.382812 Penalty: 639.243042 Iteration 22Q: 3 clusters Score -37312.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -37312.382812 Penalty: 639.243042 Iteration 23F: 3 clusters Score -37312.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Entering Unmasked Estep Score: -102531.343750 Penalty: 368.460571 Iteration 0F: 2 clusters Score -102531.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -100235.593750 Penalty: 736.921143 Iteration 0F: 3 clusters Score -100235.6 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -101011.601562 Penalty: 736.921143 Iteration 1F: 3 clusters Score -101011.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -101097.789062 Penalty: 736.921143 Iteration 2F: 3 clusters Score -101097.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -101169.375000 Penalty: 736.921143 Iteration 3F: 3 clusters Score -101169.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -101228.085938 Penalty: 736.921143 Iteration 4Q: 3 clusters Score -101228.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -101302.226562 Penalty: 736.921143 Iteration 5Q: 3 clusters Score -101302.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -101376.531250 Penalty: 736.921143 Iteration 6Q: 3 clusters Score -101376.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -101463.289062 Penalty: 736.921143 Iteration 7Q: 3 clusters Score -101463.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -101583.414062 Penalty: 736.921143 Iteration 8Q: 3 clusters Score -101583.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -101694.937500 Penalty: 736.921143 Iteration 9Q: 3 clusters Score -101694.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -101788.914062 Penalty: 736.921143 Iteration 10Q: 3 clusters Score -101788.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -101891.757812 Penalty: 736.921143 Iteration 11Q: 3 clusters Score -101891.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -101963.859375 Penalty: 736.921143 Iteration 12Q: 3 clusters Score -101963.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -102018.781250 Penalty: 736.921143 Iteration 13Q: 3 clusters Score -102018.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -102049.273438 Penalty: 736.921143 Iteration 14Q: 3 clusters Score -102049.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -102076.101562 Penalty: 736.921143 Iteration 15Q: 3 clusters Score -102076.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -102101.085938 Penalty: 736.921143 Iteration 16Q: 3 clusters Score -102101.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -102122.828125 Penalty: 736.921143 Iteration 17Q: 3 clusters Score -102122.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -102146.000000 Penalty: 736.921143 Iteration 18Q: 3 clusters Score -102146 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -102162.203125 Penalty: 736.921143 Iteration 19Q: 3 clusters Score -102162.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -102175.960938 Penalty: 736.921143 Iteration 20F: 3 clusters Score -102176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -102187.835938 Penalty: 736.921143 Iteration 21Q: 3 clusters Score -102187.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -102195.265625 Penalty: 736.921143 Iteration 22Q: 3 clusters Score -102195.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -102204.906250 Penalty: 736.921143 Iteration 23Q: 3 clusters Score -102204.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -102210.398438 Penalty: 736.921143 Iteration 24Q: 3 clusters Score -102210.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -102215.781250 Penalty: 736.921143 Iteration 25Q: 3 clusters Score -102215.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -102218.671875 Penalty: 736.921143 Iteration 26Q: 3 clusters Score -102218.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -102224.679688 Penalty: 736.921143 Iteration 27Q: 3 clusters Score -102224.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -102230.289062 Penalty: 736.921143 Iteration 28Q: 3 clusters Score -102230.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -102232.234375 Penalty: 736.921143 Iteration 29Q: 3 clusters Score -102232.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -102234.492188 Penalty: 736.921143 Iteration 30Q: 3 clusters Score -102234.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -102235.656250 Penalty: 736.921143 Iteration 31Q: 3 clusters Score -102235.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -102235.656250 Penalty: 736.921143 Iteration 32F: 3 clusters Score -102235.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Entering Unmasked Estep Score: -148300.140625 Penalty: 386.715118 Iteration 0F: 2 clusters Score -148300.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -144998.171875 Penalty: 773.430237 Iteration 0F: 3 clusters Score -144998.2 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -146282.921875 Penalty: 773.430237 Iteration 1F: 3 clusters Score -146282.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -146546.687500 Penalty: 773.430237 Iteration 2F: 3 clusters Score -146546.7 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -146838.187500 Penalty: 773.430237 Iteration 3F: 3 clusters Score -146838.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -147093.015625 Penalty: 773.430237 Iteration 4F: 3 clusters Score -147093 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -147263.406250 Penalty: 773.430237 Iteration 5F: 3 clusters Score -147263.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -147375.562500 Penalty: 773.430237 Iteration 6Q: 3 clusters Score -147375.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -147440.468750 Penalty: 773.430237 Iteration 7Q: 3 clusters Score -147440.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -147487.734375 Penalty: 773.430237 Iteration 8Q: 3 clusters Score -147487.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -147523.765625 Penalty: 773.430237 Iteration 9Q: 3 clusters Score -147523.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -147555.578125 Penalty: 773.430237 Iteration 10Q: 3 clusters Score -147555.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -147601.015625 Penalty: 773.430237 Iteration 11Q: 3 clusters Score -147601 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -147653.296875 Penalty: 773.430237 Iteration 12Q: 3 clusters Score -147653.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -147703.843750 Penalty: 773.430237 Iteration 13Q: 3 clusters Score -147703.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -147744.250000 Penalty: 773.430237 Iteration 14Q: 3 clusters Score -147744.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -147792.765625 Penalty: 773.430237 Iteration 15Q: 3 clusters Score -147792.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -147838.281250 Penalty: 773.430237 Iteration 16Q: 3 clusters Score -147838.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -147870.359375 Penalty: 773.430237 Iteration 17Q: 3 clusters Score -147870.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -147891.031250 Penalty: 773.430237 Iteration 18Q: 3 clusters Score -147891 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -147919.031250 Penalty: 773.430237 Iteration 19Q: 3 clusters Score -147919 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -147942.734375 Penalty: 773.430237 Iteration 20F: 3 clusters Score -147942.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -147966.859375 Penalty: 773.430237 Iteration 21Q: 3 clusters Score -147966.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -147993.093750 Penalty: 773.430237 Iteration 22Q: 3 clusters Score -147993.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -148011.953125 Penalty: 773.430237 Iteration 23Q: 3 clusters Score -148012 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -148034.937500 Penalty: 773.430237 Iteration 24Q: 3 clusters Score -148034.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -148055.625000 Penalty: 773.430237 Iteration 25Q: 3 clusters Score -148055.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -148068.312500 Penalty: 773.430237 Iteration 26Q: 3 clusters Score -148068.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -148081.234375 Penalty: 773.430237 Iteration 27Q: 3 clusters Score -148081.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -148093.687500 Penalty: 773.430237 Iteration 28Q: 3 clusters Score -148093.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -148096.296875 Penalty: 773.430237 Iteration 29Q: 3 clusters Score -148096.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -148097.250000 Penalty: 773.430237 Iteration 30Q: 3 clusters Score -148097.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -148097.718750 Penalty: 773.430237 Iteration 31Q: 3 clusters Score -148097.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -148098.343750 Penalty: 773.430237 Iteration 32Q: 3 clusters Score -148098.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -148098.546875 Penalty: 773.430237 Iteration 33Q: 3 clusters Score -148098.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -148099.140625 Penalty: 773.430237 Iteration 34Q: 3 clusters Score -148099.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -148099.500000 Penalty: 773.430237 Iteration 35Q: 3 clusters Score -148099.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -148099.562500 Penalty: 773.430237 Iteration 36Q: 3 clusters Score -148099.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -148100.218750 Penalty: 773.430237 Iteration 37Q: 3 clusters Score -148100.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -148100.703125 Penalty: 773.430237 Iteration 38Q: 3 clusters Score -148100.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -148101.531250 Penalty: 773.430237 Iteration 39Q: 3 clusters Score -148101.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -148101.718750 Penalty: 773.430237 Iteration 40F: 3 clusters Score -148101.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -148102.046875 Penalty: 773.430237 Iteration 41Q: 3 clusters Score -148102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -148102.218750 Penalty: 773.430237 Iteration 42Q: 3 clusters Score -148102.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -148102.640625 Penalty: 773.430237 Iteration 43Q: 3 clusters Score -148102.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -148102.640625 Penalty: 773.430237 Iteration 44F: 3 clusters Score -148102.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Entering Unmasked Estep Score: -33488.609375 Penalty: 325.249756 Iteration 0F: 2 clusters Score -33488.61 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 644 members Entering Unmasked Estep Score: -32522.250000 Penalty: 650.499512 Iteration 0F: 3 clusters Score -32522.25 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -32931.539062 Penalty: 650.499512 Iteration 1F: 3 clusters Score -32931.54 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -33038.925781 Penalty: 650.499512 Iteration 2F: 3 clusters Score -33038.93 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -33114.332031 Penalty: 650.499512 Iteration 3F: 3 clusters Score -33114.33 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -33198.800781 Penalty: 650.499512 Iteration 4F: 3 clusters Score -33198.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -33269.675781 Penalty: 650.499512 Iteration 5Q: 3 clusters Score -33269.68 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -33306.003906 Penalty: 650.499512 Iteration 6Q: 3 clusters Score -33306 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -33326.300781 Penalty: 650.499512 Iteration 7Q: 3 clusters Score -33326.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -33344.730469 Penalty: 650.499512 Iteration 8Q: 3 clusters Score -33344.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -33356.109375 Penalty: 650.499512 Iteration 9Q: 3 clusters Score -33356.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -33367.617188 Penalty: 650.499512 Iteration 10Q: 3 clusters Score -33367.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -33375.019531 Penalty: 650.499512 Iteration 11Q: 3 clusters Score -33375.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -33381.714844 Penalty: 650.499512 Iteration 12Q: 3 clusters Score -33381.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -33382.851562 Penalty: 650.499512 Iteration 13Q: 3 clusters Score -33382.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -33385.609375 Penalty: 650.499512 Iteration 14Q: 3 clusters Score -33385.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -33388.761719 Penalty: 650.499512 Iteration 15Q: 3 clusters Score -33388.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -33392.406250 Penalty: 650.499512 Iteration 16Q: 3 clusters Score -33392.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -33395.445312 Penalty: 650.499512 Iteration 17Q: 3 clusters Score -33395.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -33397.863281 Penalty: 650.499512 Iteration 18Q: 3 clusters Score -33397.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -33398.667969 Penalty: 650.499512 Iteration 19Q: 3 clusters Score -33398.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -33398.843750 Penalty: 650.499512 Iteration 20F: 3 clusters Score -33398.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Entering Unmasked Estep Score: -82392.914062 Penalty: 355.775177 Iteration 0F: 2 clusters Score -82392.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -80636.414062 Penalty: 711.550354 Iteration 0F: 3 clusters Score -80636.41 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -81247.625000 Penalty: 711.550354 Iteration 1F: 3 clusters Score -81247.62 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -81324.320312 Penalty: 711.550354 Iteration 2F: 3 clusters Score -81324.32 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -81387.195312 Penalty: 711.550354 Iteration 3F: 3 clusters Score -81387.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -81427.695312 Penalty: 711.550354 Iteration 4Q: 3 clusters Score -81427.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -81452.000000 Penalty: 711.550354 Iteration 5Q: 3 clusters Score -81452 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -81478.265625 Penalty: 711.550354 Iteration 6Q: 3 clusters Score -81478.27 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -81504.671875 Penalty: 711.550354 Iteration 7Q: 3 clusters Score -81504.67 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -81526.281250 Penalty: 711.550354 Iteration 8Q: 3 clusters Score -81526.28 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -81557.953125 Penalty: 711.550354 Iteration 9Q: 3 clusters Score -81557.95 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -81599.632812 Penalty: 711.550354 Iteration 10Q: 3 clusters Score -81599.63 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -81642.156250 Penalty: 711.550354 Iteration 11Q: 3 clusters Score -81642.16 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -81683.179688 Penalty: 711.550354 Iteration 12Q: 3 clusters Score -81683.18 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -81709.015625 Penalty: 711.550354 Iteration 13Q: 3 clusters Score -81709.02 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -81740.164062 Penalty: 711.550354 Iteration 14Q: 3 clusters Score -81740.16 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -81765.289062 Penalty: 711.550354 Iteration 15Q: 3 clusters Score -81765.29 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -81781.210938 Penalty: 711.550354 Iteration 16Q: 3 clusters Score -81781.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -81797.640625 Penalty: 711.550354 Iteration 17Q: 3 clusters Score -81797.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -81809.765625 Penalty: 711.550354 Iteration 18Q: 3 clusters Score -81809.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -81818.187500 Penalty: 711.550354 Iteration 19Q: 3 clusters Score -81818.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -81825.984375 Penalty: 711.550354 Iteration 20F: 3 clusters Score -81825.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -81830.921875 Penalty: 711.550354 Iteration 21Q: 3 clusters Score -81830.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -81836.281250 Penalty: 711.550354 Iteration 22Q: 3 clusters Score -81836.28 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -81841.570312 Penalty: 711.550354 Iteration 23Q: 3 clusters Score -81841.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -81845.015625 Penalty: 711.550354 Iteration 24Q: 3 clusters Score -81845.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -81846.304688 Penalty: 711.550354 Iteration 25Q: 3 clusters Score -81846.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -81848.265625 Penalty: 711.550354 Iteration 26Q: 3 clusters Score -81848.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -81849.859375 Penalty: 711.550354 Iteration 27Q: 3 clusters Score -81849.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -81851.226562 Penalty: 711.550354 Iteration 28Q: 3 clusters Score -81851.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -81852.367188 Penalty: 711.550354 Iteration 29Q: 3 clusters Score -81852.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -81853.367188 Penalty: 711.550354 Iteration 30Q: 3 clusters Score -81853.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -81854.804688 Penalty: 711.550354 Iteration 31Q: 3 clusters Score -81854.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -81855.664062 Penalty: 711.550354 Iteration 32Q: 3 clusters Score -81855.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -81856.640625 Penalty: 711.550354 Iteration 33Q: 3 clusters Score -81856.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -81858.070312 Penalty: 711.550354 Iteration 34Q: 3 clusters Score -81858.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -81859.375000 Penalty: 711.550354 Iteration 35Q: 3 clusters Score -81859.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -81860.039062 Penalty: 711.550354 Iteration 36Q: 3 clusters Score -81860.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -81860.515625 Penalty: 711.550354 Iteration 37Q: 3 clusters Score -81860.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -81861.312500 Penalty: 711.550354 Iteration 38Q: 3 clusters Score -81861.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -81861.890625 Penalty: 711.550354 Iteration 39Q: 3 clusters Score -81861.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -81862.843750 Penalty: 711.550354 Iteration 40F: 3 clusters Score -81862.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -81863.640625 Penalty: 711.550354 Iteration 41Q: 3 clusters Score -81863.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -81863.796875 Penalty: 711.550354 Iteration 42Q: 3 clusters Score -81863.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -81863.757812 Penalty: 711.550354 Iteration 43Q: 3 clusters Score -81863.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -81863.757812 Penalty: 711.550354 Iteration 44F: 3 clusters Score -81863.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (5230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Entering Unmasked Estep Score: -167344.046875 Penalty: 389.578552 Iteration 0F: 2 clusters Score -167344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -163761.328125 Penalty: 779.157104 Iteration 0F: 3 clusters Score -163761.3 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -165193.562500 Penalty: 779.157104 Iteration 1F: 3 clusters Score -165193.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -165326.796875 Penalty: 779.157104 Iteration 2F: 3 clusters Score -165326.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -165472.703125 Penalty: 779.157104 Iteration 3F: 3 clusters Score -165472.7 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -165661.609375 Penalty: 779.157104 Iteration 4F: 3 clusters Score -165661.6 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -165832.140625 Penalty: 779.157104 Iteration 5F: 3 clusters Score -165832.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -166008.000000 Penalty: 779.157104 Iteration 6F: 3 clusters Score -166008 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -166171.093750 Penalty: 779.157104 Iteration 7Q: 3 clusters Score -166171.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -166385.921875 Penalty: 779.157104 Iteration 8F: 3 clusters Score -166385.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -166549.750000 Penalty: 779.157104 Iteration 9Q: 3 clusters Score -166549.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -166640.562500 Penalty: 779.157104 Iteration 10Q: 3 clusters Score -166640.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -166684.000000 Penalty: 779.157104 Iteration 11Q: 3 clusters Score -166684 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -166708.515625 Penalty: 779.157104 Iteration 12Q: 3 clusters Score -166708.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -166727.171875 Penalty: 779.157104 Iteration 13Q: 3 clusters Score -166727.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -166742.109375 Penalty: 779.157104 Iteration 14Q: 3 clusters Score -166742.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -166764.562500 Penalty: 779.157104 Iteration 15Q: 3 clusters Score -166764.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -166791.171875 Penalty: 779.157104 Iteration 16Q: 3 clusters Score -166791.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -166815.093750 Penalty: 779.157104 Iteration 17Q: 3 clusters Score -166815.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -166837.937500 Penalty: 779.157104 Iteration 18Q: 3 clusters Score -166837.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -166851.140625 Penalty: 779.157104 Iteration 19Q: 3 clusters Score -166851.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -166862.671875 Penalty: 779.157104 Iteration 20F: 3 clusters Score -166862.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -166871.234375 Penalty: 779.157104 Iteration 21Q: 3 clusters Score -166871.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -166877.687500 Penalty: 779.157104 Iteration 22Q: 3 clusters Score -166877.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -166882.343750 Penalty: 779.157104 Iteration 23Q: 3 clusters Score -166882.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -166887.515625 Penalty: 779.157104 Iteration 24Q: 3 clusters Score -166887.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -166891.406250 Penalty: 779.157104 Iteration 25Q: 3 clusters Score -166891.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -166894.781250 Penalty: 779.157104 Iteration 26Q: 3 clusters Score -166894.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -166899.734375 Penalty: 779.157104 Iteration 27Q: 3 clusters Score -166899.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -166909.062500 Penalty: 779.157104 Iteration 28Q: 3 clusters Score -166909.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -166916.531250 Penalty: 779.157104 Iteration 29Q: 3 clusters Score -166916.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -166926.203125 Penalty: 779.157104 Iteration 30Q: 3 clusters Score -166926.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -166935.953125 Penalty: 779.157104 Iteration 31Q: 3 clusters Score -166936 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -166941.031250 Penalty: 779.157104 Iteration 32Q: 3 clusters Score -166941 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -166945.687500 Penalty: 779.157104 Iteration 33Q: 3 clusters Score -166945.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -166948.687500 Penalty: 779.157104 Iteration 34Q: 3 clusters Score -166948.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -166951.328125 Penalty: 779.157104 Iteration 35Q: 3 clusters Score -166951.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -166956.562500 Penalty: 779.157104 Iteration 36Q: 3 clusters Score -166956.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -166964.640625 Penalty: 779.157104 Iteration 37Q: 3 clusters Score -166964.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -166968.390625 Penalty: 779.157104 Iteration 38Q: 3 clusters Score -166968.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -166970.843750 Penalty: 779.157104 Iteration 39Q: 3 clusters Score -166970.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -166973.062500 Penalty: 779.157104 Iteration 40F: 3 clusters Score -166973.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -166973.640625 Penalty: 779.157104 Iteration 41Q: 3 clusters Score -166973.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -166974.718750 Penalty: 779.157104 Iteration 42Q: 3 clusters Score -166974.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -166976.453125 Penalty: 779.157104 Iteration 43Q: 3 clusters Score -166976.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -166977.312500 Penalty: 779.157104 Iteration 44Q: 3 clusters Score -166977.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -166978.156250 Penalty: 779.157104 Iteration 45Q: 3 clusters Score -166978.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -166978.312500 Penalty: 779.157104 Iteration 46Q: 3 clusters Score -166978.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -166978.484375 Penalty: 779.157104 Iteration 47Q: 3 clusters Score -166978.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -166978.484375 Penalty: 779.157104 Iteration 48Q: 3 clusters Score -166978.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -166978.609375 Penalty: 779.157104 Iteration 49Q: 3 clusters Score -166978.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -166979.421875 Penalty: 779.157104 Iteration 50Q: 3 clusters Score -166979.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -166979.703125 Penalty: 779.157104 Iteration 51Q: 3 clusters Score -166979.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -166979.859375 Penalty: 779.157104 Iteration 52Q: 3 clusters Score -166979.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -166979.671875 Penalty: 779.157104 Iteration 53Q: 3 clusters Score -166979.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -166979.671875 Penalty: 779.157104 Iteration 54F: 3 clusters Score -166979.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Entering Unmasked Estep Score: -44012.054688 Penalty: 333.443909 Iteration 0F: 2 clusters Score -44012.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -42865.296875 Penalty: 666.887817 Iteration 0F: 3 clusters Score -42865.3 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -43268.140625 Penalty: 666.887817 Iteration 1F: 3 clusters Score -43268.14 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -43356.460938 Penalty: 666.887817 Iteration 2F: 3 clusters Score -43356.46 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -43442.308594 Penalty: 666.887817 Iteration 3F: 3 clusters Score -43442.31 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -43513.468750 Penalty: 666.887817 Iteration 4Q: 3 clusters Score -43513.47 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -43570.218750 Penalty: 666.887817 Iteration 5Q: 3 clusters Score -43570.22 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -43600.812500 Penalty: 666.887817 Iteration 6Q: 3 clusters Score -43600.81 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -43628.464844 Penalty: 666.887817 Iteration 7Q: 3 clusters Score -43628.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -43649.792969 Penalty: 666.887817 Iteration 8Q: 3 clusters Score -43649.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -43659.402344 Penalty: 666.887817 Iteration 9Q: 3 clusters Score -43659.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -43664.277344 Penalty: 666.887817 Iteration 10Q: 3 clusters Score -43664.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -43671.628906 Penalty: 666.887817 Iteration 11Q: 3 clusters Score -43671.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -43677.664062 Penalty: 666.887817 Iteration 12Q: 3 clusters Score -43677.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -43682.816406 Penalty: 666.887817 Iteration 13Q: 3 clusters Score -43682.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -43685.757812 Penalty: 666.887817 Iteration 14Q: 3 clusters Score -43685.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -43687.500000 Penalty: 666.887817 Iteration 15Q: 3 clusters Score -43687.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -43688.371094 Penalty: 666.887817 Iteration 16Q: 3 clusters Score -43688.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -43688.726562 Penalty: 666.887817 Iteration 17Q: 3 clusters Score -43688.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -43688.726562 Penalty: 666.887817 Iteration 18F: 3 clusters Score -43688.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (2963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Entering Unmasked Estep Score: -95474.109375 Penalty: 363.725067 Iteration 0F: 2 clusters Score -95474.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -93371.296875 Penalty: 727.450134 Iteration 0F: 3 clusters Score -93371.3 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -94157.875000 Penalty: 727.450134 Iteration 1F: 3 clusters Score -94157.88 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -94269.132812 Penalty: 727.450134 Iteration 2F: 3 clusters Score -94269.13 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -94372.992188 Penalty: 727.450134 Iteration 3F: 3 clusters Score -94372.99 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -94459.132812 Penalty: 727.450134 Iteration 4F: 3 clusters Score -94459.13 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -94560.617188 Penalty: 727.450134 Iteration 5F: 3 clusters Score -94560.62 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -94659.929688 Penalty: 727.450134 Iteration 6F: 3 clusters Score -94659.93 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -94760.554688 Penalty: 727.450134 Iteration 7Q: 3 clusters Score -94760.55 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -94860.890625 Penalty: 727.450134 Iteration 8Q: 3 clusters Score -94860.89 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -94942.078125 Penalty: 727.450134 Iteration 9Q: 3 clusters Score -94942.08 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -95000.687500 Penalty: 727.450134 Iteration 10Q: 3 clusters Score -95000.69 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -95048.687500 Penalty: 727.450134 Iteration 11Q: 3 clusters Score -95048.69 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -95088.257812 Penalty: 727.450134 Iteration 12Q: 3 clusters Score -95088.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -95107.796875 Penalty: 727.450134 Iteration 13Q: 3 clusters Score -95107.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -95116.421875 Penalty: 727.450134 Iteration 14Q: 3 clusters Score -95116.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -95123.250000 Penalty: 727.450134 Iteration 15Q: 3 clusters Score -95123.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -95129.117188 Penalty: 727.450134 Iteration 16Q: 3 clusters Score -95129.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -95136.007812 Penalty: 727.450134 Iteration 17Q: 3 clusters Score -95136.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -95139.054688 Penalty: 727.450134 Iteration 18Q: 3 clusters Score -95139.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -95141.484375 Penalty: 727.450134 Iteration 19Q: 3 clusters Score -95141.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -95144.765625 Penalty: 727.450134 Iteration 20F: 3 clusters Score -95144.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -95146.054688 Penalty: 727.450134 Iteration 21Q: 3 clusters Score -95146.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -95148.234375 Penalty: 727.450134 Iteration 22Q: 3 clusters Score -95148.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -95151.625000 Penalty: 727.450134 Iteration 23Q: 3 clusters Score -95151.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -95153.875000 Penalty: 727.450134 Iteration 24Q: 3 clusters Score -95153.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -95156.085938 Penalty: 727.450134 Iteration 25Q: 3 clusters Score -95156.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -95156.476562 Penalty: 727.450134 Iteration 26Q: 3 clusters Score -95156.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -95156.476562 Penalty: 727.450134 Iteration 27F: 3 clusters Score -95156.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Entering Unmasked Estep Score: -25005.263672 Penalty: 301.575867 Iteration 0F: 2 clusters Score -25005.26 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 389 members Entering Unmasked Estep Score: -24328.167969 Penalty: 603.151733 Iteration 0F: 3 clusters Score -24328.17 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -24524.841797 Penalty: 603.151733 Iteration 1F: 3 clusters Score -24524.84 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -24577.431641 Penalty: 603.151733 Iteration 2F: 3 clusters Score -24577.43 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24613.486328 Penalty: 603.151733 Iteration 3F: 3 clusters Score -24613.49 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -24632.130859 Penalty: 603.151733 Iteration 4Q: 3 clusters Score -24632.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -24644.615234 Penalty: 603.151733 Iteration 5Q: 3 clusters Score -24644.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -24659.595703 Penalty: 603.151733 Iteration 6Q: 3 clusters Score -24659.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -24671.734375 Penalty: 603.151733 Iteration 7Q: 3 clusters Score -24671.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -24686.185547 Penalty: 603.151733 Iteration 8Q: 3 clusters Score -24686.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -24699.613281 Penalty: 603.151733 Iteration 9Q: 3 clusters Score -24699.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -24706.039062 Penalty: 603.151733 Iteration 10Q: 3 clusters Score -24706.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24715.501953 Penalty: 603.151733 Iteration 11Q: 3 clusters Score -24715.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -24724.187500 Penalty: 603.151733 Iteration 12Q: 3 clusters Score -24724.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -24729.900391 Penalty: 603.151733 Iteration 13Q: 3 clusters Score -24729.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -24738.691406 Penalty: 603.151733 Iteration 14Q: 3 clusters Score -24738.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -24746.537109 Penalty: 603.151733 Iteration 15Q: 3 clusters Score -24746.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -24749.554688 Penalty: 603.151733 Iteration 16Q: 3 clusters Score -24749.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -24751.339844 Penalty: 603.151733 Iteration 17Q: 3 clusters Score -24751.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -24753.470703 Penalty: 603.151733 Iteration 18Q: 3 clusters Score -24753.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -24754.318359 Penalty: 603.151733 Iteration 19Q: 3 clusters Score -24754.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -24754.886719 Penalty: 603.151733 Iteration 20F: 3 clusters Score -24754.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -24755.759766 Penalty: 603.151733 Iteration 21Q: 3 clusters Score -24755.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -24756.537109 Penalty: 603.151733 Iteration 22Q: 3 clusters Score -24756.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -24757.226562 Penalty: 603.151733 Iteration 23Q: 3 clusters Score -24757.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24758.083984 Penalty: 603.151733 Iteration 24Q: 3 clusters Score -24758.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24758.250000 Penalty: 603.151733 Iteration 25Q: 3 clusters Score -24758.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24758.250000 Penalty: 603.151733 Iteration 26F: 3 clusters Score -24758.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Entering Unmasked Estep Score: -13598.574219 Penalty: 287.921112 Iteration 0F: 2 clusters Score -13598.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -13079.151367 Penalty: 575.842224 Iteration 0F: 3 clusters Score -13079.15 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -13206.702148 Penalty: 575.842224 Iteration 1F: 3 clusters Score -13206.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -13255.782227 Penalty: 575.842224 Iteration 2F: 3 clusters Score -13255.78 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -13283.927734 Penalty: 575.842224 Iteration 3F: 3 clusters Score -13283.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -13309.532227 Penalty: 575.842224 Iteration 4F: 3 clusters Score -13309.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -13324.281250 Penalty: 575.842224 Iteration 5Q: 3 clusters Score -13324.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -13337.249023 Penalty: 575.842224 Iteration 6Q: 3 clusters Score -13337.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -13343.994141 Penalty: 575.842224 Iteration 7Q: 3 clusters Score -13343.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -13345.497070 Penalty: 575.842224 Iteration 8Q: 3 clusters Score -13345.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -13345.684570 Penalty: 575.842224 Iteration 9Q: 3 clusters Score -13345.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -13346.467773 Penalty: 575.842224 Iteration 10Q: 3 clusters Score -13346.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -13348.088867 Penalty: 575.842224 Iteration 11Q: 3 clusters Score -13348.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -13349.375977 Penalty: 575.842224 Iteration 12Q: 3 clusters Score -13349.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -13350.307617 Penalty: 575.842224 Iteration 13Q: 3 clusters Score -13350.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -13351.549805 Penalty: 575.842224 Iteration 14Q: 3 clusters Score -13351.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -13352.277344 Penalty: 575.842224 Iteration 15Q: 3 clusters Score -13352.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -13353.011719 Penalty: 575.842224 Iteration 16Q: 3 clusters Score -13353.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -13353.011719 Penalty: 575.842224 Iteration 17F: 3 clusters Score -13353.01 nChanged 0 21->28 Clusters: Score -2652125.500000, best is -2651868.750000 THE BEST YET! Main iterations: 269 (time per=399.867855ms) Total iterations: 6730 (time per=15.982831ms) Iterations metric 2: 8051324928.000000 (time per=13.359845ns) Iterations metric 3: 96615145472.000000 (time per=1113.329102ps) That took 107.564453 seconds.